Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
/home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/matplotlib/__init__.py:1067: UserWarning: Duplicate key in file "/home/ec2-user/.config/matplotlib/matplotlibrc", line #2
  (fname, cnt))
/home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/matplotlib/__init__.py:1067: UserWarning: Duplicate key in file "/home/ec2-user/.config/matplotlib/matplotlibrc", line #3
  (fname, cnt))
Out[2]:
<matplotlib.image.AxesImage at 0x7f60367029b0>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7f603661ffd0>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
/home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.
  from ._conv import register_converters as _register_converters
TensorFlow Version: 1.7.0
Default GPU Device: /device:GPU:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
    inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
    learning_rate = tf.placeholder(tf.float32, shape=(), name='lr')

    return inputs_real, inputs_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [6]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    alpha = 0.2
    drop_rate = 0.5
    # TODO: Implement Function
    with tf.variable_scope('discriminator', reuse=reuse):
        # Input layer is 28x28x3
        x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same',
                             kernel_initializer=tf.contrib.layers.xavier_initializer())
        relu1 = tf.maximum(alpha * x1, x1)
        relu1 = tf.layers.dropout(relu1, rate=drop_rate)
        # 14x14x64
        
        #print(relu1.get_shape())
        
        x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same',
                             kernel_initializer=tf.contrib.layers.xavier_initializer())
        bn2 = tf.layers.batch_normalization(x2, training=True)
        relu2 = tf.maximum(alpha * bn2, bn2)
        relu2 = tf.layers.dropout(relu2, rate=drop_rate)
        # 7x7x128
        #print(relu2.get_shape())
        
        x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same',
                             kernel_initializer=tf.contrib.layers.xavier_initializer())
        bn3 = tf.layers.batch_normalization(x3, training=True)
        relu3 = tf.maximum(alpha * bn3, bn3)
        relu3 = tf.layers.dropout(relu3, rate=drop_rate)
        # 4x4x256
        #print(relu3.get_shape())

        # Flatten it
        flat = tf.reshape(relu3, (-1, 4*4*256))
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)
        
        #print(out.get_shape())
        
        return out, logits

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [7]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    alpha = 0.2
    drop_rate = 0.5
    
    # TODO: Implement Function
    with tf.variable_scope('generator', reuse=not is_train):
        # First fully connected layer
        x1 = tf.layers.dense(z, 2*2*512)
        # Reshape it to start the convolutional stack
        x1 = tf.reshape(x1, (-1, 2, 2, 512))
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = tf.maximum(alpha * x1, x1)
        x1 = tf.layers.dropout(x1, rate=drop_rate)
        # 2x2x512 now
        
        #print(x1.get_shape())
        
        x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='valid',
                                       kernel_initializer=tf.contrib.layers.xavier_initializer())
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = tf.maximum(alpha * x2, x2)
        x2 = tf.layers.dropout(x2, rate=drop_rate)
        # 7x7x256 now
        
        #print(x2.get_shape())
        
        x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same',
                                       kernel_initializer=tf.contrib.layers.xavier_initializer())
        x3 = tf.layers.batch_normalization(x3, training=is_train)
        x3 = tf.maximum(alpha * x3, x3)
        x3 = tf.layers.dropout(x3, rate=drop_rate)
        # 14x14x128 now
        
        #print(x3.get_shape())
        
        # Output layer
        logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=2, padding='same',
                                           kernel_initializer=tf.contrib.layers.xavier_initializer())
        # 28x28x5 now
        
        #print(logits.get_shape())
        
        out = tf.tanh(logits)
        
        #print(out.get_shape())
        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [8]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    smooth = 0.1
    
    # TODO: Implement Function
    g_model = generator(input_z, out_channel_dim,is_train=True)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)

    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)*(1 - smooth)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)*(1 - smooth)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)*(1 - smooth)))

    d_loss = d_loss_real + d_loss_fake

    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [9]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [11]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    
    print_every=10
    show_every=100
    steps = 0
    num_images = 25
    
    input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
        
    d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
        
    d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)

    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                steps += 1
                
                batch_images *= 2.0
                
                # Sample random noise for G
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))

                # Run optimizers
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z})
                _ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images})
                
                if steps % print_every == 0:
                    # At the end of each epoch, get the losses and print them out
                    train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images, lr: learning_rate})
                    train_loss_g = g_loss.eval({input_z: batch_z, lr: learning_rate})

                    print("Epoch {}/{}...".format(epoch_i+1, epochs),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))

                if steps % show_every == 0:
                    show_generator_output(sess, num_images, input_z, data_shape[3], data_image_mode)
                

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [12]:
batch_size = 64
z_dim = 100
learning_rate = 0.0005
beta1 = 0.2


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 6.2315... Generator Loss: 0.5626
Epoch 1/2... Discriminator Loss: 3.5992... Generator Loss: 10.1466
Epoch 1/2... Discriminator Loss: 1.2687... Generator Loss: 0.7482
Epoch 1/2... Discriminator Loss: 1.8784... Generator Loss: 0.5472
Epoch 1/2... Discriminator Loss: 0.8227... Generator Loss: 1.0193
Epoch 1/2... Discriminator Loss: 0.7365... Generator Loss: 1.1447
Epoch 1/2... Discriminator Loss: 0.6816... Generator Loss: 1.4340
Epoch 1/2... Discriminator Loss: 1.2078... Generator Loss: 0.9241
Epoch 1/2... Discriminator Loss: 0.8847... Generator Loss: 1.1721
Epoch 1/2... Discriminator Loss: 0.8567... Generator Loss: 1.8259
Epoch 1/2... Discriminator Loss: 0.9638... Generator Loss: 2.8545
Epoch 1/2... Discriminator Loss: 1.5000... Generator Loss: 0.5617
Epoch 1/2... Discriminator Loss: 1.3772... Generator Loss: 2.1378
Epoch 1/2... Discriminator Loss: 1.4062... Generator Loss: 1.9397
Epoch 1/2... Discriminator Loss: 1.3150... Generator Loss: 1.5850
Epoch 1/2... Discriminator Loss: 1.7216... Generator Loss: 1.7806
Epoch 1/2... Discriminator Loss: 1.3262... Generator Loss: 1.4027
Epoch 1/2... Discriminator Loss: 1.4615... Generator Loss: 2.2561
Epoch 1/2... Discriminator Loss: 1.2139... Generator Loss: 1.4809
Epoch 1/2... Discriminator Loss: 1.2570... Generator Loss: 0.7988
Epoch 1/2... Discriminator Loss: 1.2942... Generator Loss: 0.7889
Epoch 1/2... Discriminator Loss: 1.4324... Generator Loss: 1.3672
Epoch 1/2... Discriminator Loss: 1.0183... Generator Loss: 1.2925
Epoch 1/2... Discriminator Loss: 1.2489... Generator Loss: 1.4434
Epoch 1/2... Discriminator Loss: 1.2024... Generator Loss: 1.3999
Epoch 1/2... Discriminator Loss: 1.2115... Generator Loss: 1.6167
Epoch 1/2... Discriminator Loss: 1.4060... Generator Loss: 1.8018
Epoch 1/2... Discriminator Loss: 1.2533... Generator Loss: 1.3816
Epoch 1/2... Discriminator Loss: 1.2114... Generator Loss: 0.9233
Epoch 1/2... Discriminator Loss: 1.4129... Generator Loss: 0.5368
Epoch 1/2... Discriminator Loss: 1.3445... Generator Loss: 0.5985
Epoch 1/2... Discriminator Loss: 1.1517... Generator Loss: 1.1621
Epoch 1/2... Discriminator Loss: 1.2271... Generator Loss: 1.3450
Epoch 1/2... Discriminator Loss: 1.1437... Generator Loss: 1.2682
Epoch 1/2... Discriminator Loss: 1.1415... Generator Loss: 1.3407
Epoch 1/2... Discriminator Loss: 1.2454... Generator Loss: 1.2688
Epoch 1/2... Discriminator Loss: 1.2210... Generator Loss: 1.0968
Epoch 1/2... Discriminator Loss: 1.1856... Generator Loss: 1.0295
Epoch 1/2... Discriminator Loss: 1.4082... Generator Loss: 0.6102
Epoch 1/2... Discriminator Loss: 1.2870... Generator Loss: 0.6600
Epoch 1/2... Discriminator Loss: 1.5593... Generator Loss: 0.4926
Epoch 1/2... Discriminator Loss: 1.3558... Generator Loss: 0.5707
Epoch 1/2... Discriminator Loss: 1.3141... Generator Loss: 0.5915
Epoch 1/2... Discriminator Loss: 1.3263... Generator Loss: 0.6051
Epoch 1/2... Discriminator Loss: 1.3970... Generator Loss: 0.5458
Epoch 1/2... Discriminator Loss: 1.3812... Generator Loss: 0.5483
Epoch 1/2... Discriminator Loss: 1.2013... Generator Loss: 0.7019
Epoch 1/2... Discriminator Loss: 1.3340... Generator Loss: 1.6475
Epoch 1/2... Discriminator Loss: 1.2996... Generator Loss: 1.3795
Epoch 1/2... Discriminator Loss: 1.2046... Generator Loss: 1.0518
Epoch 1/2... Discriminator Loss: 1.3110... Generator Loss: 1.3456
Epoch 1/2... Discriminator Loss: 1.1685... Generator Loss: 0.8212
Epoch 1/2... Discriminator Loss: 1.2942... Generator Loss: 0.6029
Epoch 1/2... Discriminator Loss: 1.2795... Generator Loss: 0.6042
Epoch 1/2... Discriminator Loss: 1.3809... Generator Loss: 0.5555
Epoch 1/2... Discriminator Loss: 1.2540... Generator Loss: 0.6547
Epoch 1/2... Discriminator Loss: 1.1328... Generator Loss: 0.7839
Epoch 1/2... Discriminator Loss: 1.2330... Generator Loss: 0.6795
Epoch 1/2... Discriminator Loss: 1.1831... Generator Loss: 1.2565
Epoch 1/2... Discriminator Loss: 1.2389... Generator Loss: 1.4344
Epoch 1/2... Discriminator Loss: 1.0979... Generator Loss: 0.9038
Epoch 1/2... Discriminator Loss: 1.4319... Generator Loss: 0.5300
Epoch 1/2... Discriminator Loss: 1.1474... Generator Loss: 0.7811
Epoch 1/2... Discriminator Loss: 1.1738... Generator Loss: 1.1292
Epoch 1/2... Discriminator Loss: 1.2229... Generator Loss: 1.1687
Epoch 1/2... Discriminator Loss: 1.2603... Generator Loss: 1.2337
Epoch 1/2... Discriminator Loss: 1.2238... Generator Loss: 1.3886
Epoch 1/2... Discriminator Loss: 1.3015... Generator Loss: 0.6272
Epoch 1/2... Discriminator Loss: 1.6215... Generator Loss: 0.4665
Epoch 1/2... Discriminator Loss: 1.3742... Generator Loss: 0.5854
Epoch 1/2... Discriminator Loss: 1.3410... Generator Loss: 0.5826
Epoch 1/2... Discriminator Loss: 1.4462... Generator Loss: 0.5198
Epoch 1/2... Discriminator Loss: 1.3310... Generator Loss: 0.5843
Epoch 1/2... Discriminator Loss: 1.3454... Generator Loss: 0.5879
Epoch 1/2... Discriminator Loss: 1.1543... Generator Loss: 0.9732
Epoch 1/2... Discriminator Loss: 1.6230... Generator Loss: 1.8514
Epoch 1/2... Discriminator Loss: 1.1163... Generator Loss: 0.9290
Epoch 1/2... Discriminator Loss: 2.1324... Generator Loss: 0.3721
Epoch 1/2... Discriminator Loss: 1.1164... Generator Loss: 1.0315
Epoch 1/2... Discriminator Loss: 1.1601... Generator Loss: 1.4239
Epoch 1/2... Discriminator Loss: 1.0562... Generator Loss: 0.9130
Epoch 1/2... Discriminator Loss: 1.4090... Generator Loss: 0.5735
Epoch 1/2... Discriminator Loss: 1.0452... Generator Loss: 1.1263
Epoch 1/2... Discriminator Loss: 1.0834... Generator Loss: 0.8985
Epoch 1/2... Discriminator Loss: 1.6017... Generator Loss: 1.7025
Epoch 1/2... Discriminator Loss: 1.1171... Generator Loss: 0.8765
Epoch 1/2... Discriminator Loss: 1.1168... Generator Loss: 1.0169
Epoch 1/2... Discriminator Loss: 1.1637... Generator Loss: 0.7944
Epoch 1/2... Discriminator Loss: 2.9536... Generator Loss: 3.4610
Epoch 1/2... Discriminator Loss: 1.1423... Generator Loss: 0.9985
Epoch 1/2... Discriminator Loss: 1.0786... Generator Loss: 0.8863
Epoch 1/2... Discriminator Loss: 1.8252... Generator Loss: 2.2484
Epoch 1/2... Discriminator Loss: 1.2596... Generator Loss: 1.3410
Epoch 2/2... Discriminator Loss: 1.0931... Generator Loss: 0.7963
Epoch 2/2... Discriminator Loss: 1.4008... Generator Loss: 1.9256
Epoch 2/2... Discriminator Loss: 1.2202... Generator Loss: 0.6618
Epoch 2/2... Discriminator Loss: 1.2534... Generator Loss: 0.6459
Epoch 2/2... Discriminator Loss: 1.4261... Generator Loss: 0.5211
Epoch 2/2... Discriminator Loss: 1.1032... Generator Loss: 1.2048
Epoch 2/2... Discriminator Loss: 1.0098... Generator Loss: 1.2813
Epoch 2/2... Discriminator Loss: 1.4678... Generator Loss: 0.5454
Epoch 2/2... Discriminator Loss: 1.3827... Generator Loss: 0.5545
Epoch 2/2... Discriminator Loss: 0.9916... Generator Loss: 1.0244
Epoch 2/2... Discriminator Loss: 1.3361... Generator Loss: 0.5609
Epoch 2/2... Discriminator Loss: 1.3164... Generator Loss: 0.5810
Epoch 2/2... Discriminator Loss: 0.8814... Generator Loss: 1.0798
Epoch 2/2... Discriminator Loss: 1.6773... Generator Loss: 0.4398
Epoch 2/2... Discriminator Loss: 1.2049... Generator Loss: 0.6824
Epoch 2/2... Discriminator Loss: 1.0262... Generator Loss: 0.8026
Epoch 2/2... Discriminator Loss: 1.8876... Generator Loss: 0.4051
Epoch 2/2... Discriminator Loss: 1.2853... Generator Loss: 0.6165
Epoch 2/2... Discriminator Loss: 1.2333... Generator Loss: 0.6643
Epoch 2/2... Discriminator Loss: 1.1732... Generator Loss: 0.6942
Epoch 2/2... Discriminator Loss: 0.8759... Generator Loss: 1.0142
Epoch 2/2... Discriminator Loss: 1.4109... Generator Loss: 1.9163
Epoch 2/2... Discriminator Loss: 1.1319... Generator Loss: 0.7017
Epoch 2/2... Discriminator Loss: 1.0670... Generator Loss: 0.7594
Epoch 2/2... Discriminator Loss: 1.4918... Generator Loss: 0.5074
Epoch 2/2... Discriminator Loss: 1.1498... Generator Loss: 0.6760
Epoch 2/2... Discriminator Loss: 1.2974... Generator Loss: 0.5793
Epoch 2/2... Discriminator Loss: 1.4657... Generator Loss: 0.5033
Epoch 2/2... Discriminator Loss: 1.2435... Generator Loss: 0.6121
Epoch 2/2... Discriminator Loss: 1.4672... Generator Loss: 0.5308
Epoch 2/2... Discriminator Loss: 1.4889... Generator Loss: 0.5290
Epoch 2/2... Discriminator Loss: 1.3505... Generator Loss: 0.5703
Epoch 2/2... Discriminator Loss: 1.7364... Generator Loss: 0.4430
Epoch 2/2... Discriminator Loss: 0.9690... Generator Loss: 1.0601
Epoch 2/2... Discriminator Loss: 0.9509... Generator Loss: 1.1823
Epoch 2/2... Discriminator Loss: 0.9744... Generator Loss: 1.7135
Epoch 2/2... Discriminator Loss: 1.1865... Generator Loss: 1.3464
Epoch 2/2... Discriminator Loss: 0.8121... Generator Loss: 1.3036
Epoch 2/2... Discriminator Loss: 1.1079... Generator Loss: 1.4821
Epoch 2/2... Discriminator Loss: 0.9619... Generator Loss: 0.8626
Epoch 2/2... Discriminator Loss: 1.4505... Generator Loss: 0.5719
Epoch 2/2... Discriminator Loss: 1.5707... Generator Loss: 0.4987
Epoch 2/2... Discriminator Loss: 1.0167... Generator Loss: 1.6923
Epoch 2/2... Discriminator Loss: 0.8799... Generator Loss: 0.9359
Epoch 2/2... Discriminator Loss: 1.7145... Generator Loss: 0.4792
Epoch 2/2... Discriminator Loss: 1.0200... Generator Loss: 0.7782
Epoch 2/2... Discriminator Loss: 1.6222... Generator Loss: 2.4877
Epoch 2/2... Discriminator Loss: 0.8630... Generator Loss: 1.0457
Epoch 2/2... Discriminator Loss: 2.4531... Generator Loss: 0.3561
Epoch 2/2... Discriminator Loss: 1.1784... Generator Loss: 0.6834
Epoch 2/2... Discriminator Loss: 0.7659... Generator Loss: 1.4215
Epoch 2/2... Discriminator Loss: 1.8137... Generator Loss: 0.4313
Epoch 2/2... Discriminator Loss: 0.9719... Generator Loss: 0.8621
Epoch 2/2... Discriminator Loss: 0.7959... Generator Loss: 1.0898
Epoch 2/2... Discriminator Loss: 1.0510... Generator Loss: 0.7657
Epoch 2/2... Discriminator Loss: 0.9924... Generator Loss: 0.8060
Epoch 2/2... Discriminator Loss: 1.0898... Generator Loss: 0.7267
Epoch 2/2... Discriminator Loss: 0.7496... Generator Loss: 1.2415
Epoch 2/2... Discriminator Loss: 1.0647... Generator Loss: 1.0466
Epoch 2/2... Discriminator Loss: 1.0734... Generator Loss: 0.7879
Epoch 2/2... Discriminator Loss: 1.2032... Generator Loss: 2.1839
Epoch 2/2... Discriminator Loss: 0.8035... Generator Loss: 1.6030
Epoch 2/2... Discriminator Loss: 1.3153... Generator Loss: 1.9889
Epoch 2/2... Discriminator Loss: 1.0460... Generator Loss: 0.7862
Epoch 2/2... Discriminator Loss: 1.3956... Generator Loss: 0.5580
Epoch 2/2... Discriminator Loss: 1.4398... Generator Loss: 0.5615
Epoch 2/2... Discriminator Loss: 0.9067... Generator Loss: 0.9894
Epoch 2/2... Discriminator Loss: 0.7177... Generator Loss: 1.4145
Epoch 2/2... Discriminator Loss: 1.1669... Generator Loss: 0.8715
Epoch 2/2... Discriminator Loss: 0.9460... Generator Loss: 1.1115
Epoch 2/2... Discriminator Loss: 1.9430... Generator Loss: 0.4048
Epoch 2/2... Discriminator Loss: 0.9775... Generator Loss: 0.9285
Epoch 2/2... Discriminator Loss: 0.8128... Generator Loss: 1.1591
Epoch 2/2... Discriminator Loss: 1.0794... Generator Loss: 1.5345
Epoch 2/2... Discriminator Loss: 0.9814... Generator Loss: 1.5423
Epoch 2/2... Discriminator Loss: 0.8852... Generator Loss: 1.2116
Epoch 2/2... Discriminator Loss: 1.3479... Generator Loss: 0.6108
Epoch 2/2... Discriminator Loss: 0.7484... Generator Loss: 1.3764
Epoch 2/2... Discriminator Loss: 0.8704... Generator Loss: 1.4741
Epoch 2/2... Discriminator Loss: 1.3470... Generator Loss: 0.5822
Epoch 2/2... Discriminator Loss: 0.9234... Generator Loss: 0.8959
Epoch 2/2... Discriminator Loss: 1.2902... Generator Loss: 0.6145
Epoch 2/2... Discriminator Loss: 1.2330... Generator Loss: 0.6421
Epoch 2/2... Discriminator Loss: 0.7294... Generator Loss: 1.2490
Epoch 2/2... Discriminator Loss: 1.5205... Generator Loss: 0.5336
Epoch 2/2... Discriminator Loss: 0.9624... Generator Loss: 1.0969
Epoch 2/2... Discriminator Loss: 0.7432... Generator Loss: 1.7360
Epoch 2/2... Discriminator Loss: 0.7545... Generator Loss: 1.2508
Epoch 2/2... Discriminator Loss: 0.7954... Generator Loss: 1.1095
Epoch 2/2... Discriminator Loss: 1.5255... Generator Loss: 0.4894
Epoch 2/2... Discriminator Loss: 1.4087... Generator Loss: 0.5709
Epoch 2/2... Discriminator Loss: 0.9439... Generator Loss: 1.8120
Epoch 2/2... Discriminator Loss: 1.0547... Generator Loss: 0.7431
Epoch 2/2... Discriminator Loss: 1.3031... Generator Loss: 0.6370

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [19]:
batch_size = 16
z_dim = 100
learning_rate = 0.0003
beta1 = 0.2


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 5.2549... Generator Loss: 0.4934
Epoch 1/1... Discriminator Loss: 4.3614... Generator Loss: 0.4134
Epoch 1/1... Discriminator Loss: 1.8286... Generator Loss: 7.8462
Epoch 1/1... Discriminator Loss: 0.6035... Generator Loss: 3.2905
Epoch 1/1... Discriminator Loss: 1.1474... Generator Loss: 0.6487
Epoch 1/1... Discriminator Loss: 0.9098... Generator Loss: 3.4564
Epoch 1/1... Discriminator Loss: 1.6000... Generator Loss: 2.0057
Epoch 1/1... Discriminator Loss: 1.3564... Generator Loss: 1.0270
Epoch 1/1... Discriminator Loss: 1.6491... Generator Loss: 2.6687
Epoch 1/1... Discriminator Loss: 1.7168... Generator Loss: 0.4817
Epoch 1/1... Discriminator Loss: 1.1461... Generator Loss: 1.1220
Epoch 1/1... Discriminator Loss: 0.9510... Generator Loss: 1.4846
Epoch 1/1... Discriminator Loss: 1.6714... Generator Loss: 0.4355
Epoch 1/1... Discriminator Loss: 1.5883... Generator Loss: 0.5281
Epoch 1/1... Discriminator Loss: 1.7013... Generator Loss: 1.1514
Epoch 1/1... Discriminator Loss: 1.3378... Generator Loss: 0.7885
Epoch 1/1... Discriminator Loss: 1.9831... Generator Loss: 1.6762
Epoch 1/1... Discriminator Loss: 1.5514... Generator Loss: 1.3233
Epoch 1/1... Discriminator Loss: 1.4818... Generator Loss: 1.4479
Epoch 1/1... Discriminator Loss: 1.4863... Generator Loss: 0.6240
Epoch 1/1... Discriminator Loss: 1.0556... Generator Loss: 0.8939
Epoch 1/1... Discriminator Loss: 1.5593... Generator Loss: 0.5190
Epoch 1/1... Discriminator Loss: 1.2441... Generator Loss: 0.8466
Epoch 1/1... Discriminator Loss: 0.8974... Generator Loss: 1.0458
Epoch 1/1... Discriminator Loss: 2.5265... Generator Loss: 0.3378
Epoch 1/1... Discriminator Loss: 1.4115... Generator Loss: 0.5657
Epoch 1/1... Discriminator Loss: 1.2511... Generator Loss: 0.7587
Epoch 1/1... Discriminator Loss: 1.7147... Generator Loss: 0.4317
Epoch 1/1... Discriminator Loss: 1.5996... Generator Loss: 1.4602
Epoch 1/1... Discriminator Loss: 1.4652... Generator Loss: 0.5398
Epoch 1/1... Discriminator Loss: 1.8216... Generator Loss: 0.5377
Epoch 1/1... Discriminator Loss: 1.3062... Generator Loss: 0.6448
Epoch 1/1... Discriminator Loss: 1.3213... Generator Loss: 1.0540
Epoch 1/1... Discriminator Loss: 1.4343... Generator Loss: 0.5343
Epoch 1/1... Discriminator Loss: 1.3663... Generator Loss: 0.7412
Epoch 1/1... Discriminator Loss: 1.7366... Generator Loss: 0.4673
Epoch 1/1... Discriminator Loss: 1.1359... Generator Loss: 0.8469
Epoch 1/1... Discriminator Loss: 1.1810... Generator Loss: 0.7801
Epoch 1/1... Discriminator Loss: 1.7488... Generator Loss: 0.6261
Epoch 1/1... Discriminator Loss: 1.5848... Generator Loss: 0.8616
Epoch 1/1... Discriminator Loss: 1.3648... Generator Loss: 0.9995
Epoch 1/1... Discriminator Loss: 1.2045... Generator Loss: 0.7400
Epoch 1/1... Discriminator Loss: 1.2904... Generator Loss: 0.9601
Epoch 1/1... Discriminator Loss: 1.0240... Generator Loss: 1.0615
Epoch 1/1... Discriminator Loss: 1.4450... Generator Loss: 0.7389
Epoch 1/1... Discriminator Loss: 1.3473... Generator Loss: 0.6871
Epoch 1/1... Discriminator Loss: 1.7827... Generator Loss: 0.4541
Epoch 1/1... Discriminator Loss: 1.3380... Generator Loss: 0.7472
Epoch 1/1... Discriminator Loss: 1.5133... Generator Loss: 0.7287
Epoch 1/1... Discriminator Loss: 1.4073... Generator Loss: 0.6928
Epoch 1/1... Discriminator Loss: 1.5382... Generator Loss: 0.5783
Epoch 1/1... Discriminator Loss: 1.4683... Generator Loss: 0.8826
Epoch 1/1... Discriminator Loss: 1.1900... Generator Loss: 0.8243
Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.5707
Epoch 1/1... Discriminator Loss: 1.1782... Generator Loss: 1.0447
Epoch 1/1... Discriminator Loss: 1.3216... Generator Loss: 0.6824
Epoch 1/1... Discriminator Loss: 1.2559... Generator Loss: 0.7237
Epoch 1/1... Discriminator Loss: 1.5651... Generator Loss: 0.4716
Epoch 1/1... Discriminator Loss: 1.3274... Generator Loss: 0.6679
Epoch 1/1... Discriminator Loss: 1.3731... Generator Loss: 0.6528
Epoch 1/1... Discriminator Loss: 1.3485... Generator Loss: 1.0833
Epoch 1/1... Discriminator Loss: 1.2330... Generator Loss: 0.6462
Epoch 1/1... Discriminator Loss: 1.3853... Generator Loss: 1.0311
Epoch 1/1... Discriminator Loss: 1.3134... Generator Loss: 0.8228
Epoch 1/1... Discriminator Loss: 1.2989... Generator Loss: 0.8023
Epoch 1/1... Discriminator Loss: 1.4628... Generator Loss: 0.6297
Epoch 1/1... Discriminator Loss: 1.2216... Generator Loss: 0.8810
Epoch 1/1... Discriminator Loss: 1.4047... Generator Loss: 0.6724
Epoch 1/1... Discriminator Loss: 1.4112... Generator Loss: 0.7806
Epoch 1/1... Discriminator Loss: 1.3443... Generator Loss: 0.5996
Epoch 1/1... Discriminator Loss: 1.2335... Generator Loss: 1.0558
Epoch 1/1... Discriminator Loss: 1.6155... Generator Loss: 0.4742
Epoch 1/1... Discriminator Loss: 1.3897... Generator Loss: 0.5502
Epoch 1/1... Discriminator Loss: 1.3298... Generator Loss: 0.9540
Epoch 1/1... Discriminator Loss: 1.1842... Generator Loss: 0.9217
Epoch 1/1... Discriminator Loss: 1.5491... Generator Loss: 0.4798
Epoch 1/1... Discriminator Loss: 1.3447... Generator Loss: 1.3484
Epoch 1/1... Discriminator Loss: 1.6730... Generator Loss: 0.4514
Epoch 1/1... Discriminator Loss: 1.1229... Generator Loss: 1.1662
Epoch 1/1... Discriminator Loss: 1.1924... Generator Loss: 1.3926
Epoch 1/1... Discriminator Loss: 1.0885... Generator Loss: 1.9210
Epoch 1/1... Discriminator Loss: 1.2177... Generator Loss: 0.7878
Epoch 1/1... Discriminator Loss: 1.3579... Generator Loss: 1.5377
Epoch 1/1... Discriminator Loss: 1.0890... Generator Loss: 1.0548
Epoch 1/1... Discriminator Loss: 1.4853... Generator Loss: 1.6505
Epoch 1/1... Discriminator Loss: 1.2555... Generator Loss: 0.5901
Epoch 1/1... Discriminator Loss: 1.2787... Generator Loss: 0.7408
Epoch 1/1... Discriminator Loss: 1.5031... Generator Loss: 0.4840
Epoch 1/1... Discriminator Loss: 1.3244... Generator Loss: 0.6051
Epoch 1/1... Discriminator Loss: 1.0726... Generator Loss: 2.0111
Epoch 1/1... Discriminator Loss: 1.1782... Generator Loss: 0.8021
Epoch 1/1... Discriminator Loss: 1.3273... Generator Loss: 0.5792
Epoch 1/1... Discriminator Loss: 1.2268... Generator Loss: 0.9622
Epoch 1/1... Discriminator Loss: 1.5379... Generator Loss: 1.5900
Epoch 1/1... Discriminator Loss: 1.2601... Generator Loss: 1.0298
Epoch 1/1... Discriminator Loss: 0.9592... Generator Loss: 1.4023
Epoch 1/1... Discriminator Loss: 1.0813... Generator Loss: 0.8617
Epoch 1/1... Discriminator Loss: 1.2366... Generator Loss: 0.6320
Epoch 1/1... Discriminator Loss: 1.0396... Generator Loss: 1.0406
Epoch 1/1... Discriminator Loss: 1.0265... Generator Loss: 0.8123
Epoch 1/1... Discriminator Loss: 0.9962... Generator Loss: 1.7356
Epoch 1/1... Discriminator Loss: 0.9454... Generator Loss: 1.8232
Epoch 1/1... Discriminator Loss: 0.9767... Generator Loss: 1.0058
Epoch 1/1... Discriminator Loss: 1.7332... Generator Loss: 0.4097
Epoch 1/1... Discriminator Loss: 2.5937... Generator Loss: 0.3424
Epoch 1/1... Discriminator Loss: 1.0076... Generator Loss: 1.7988
Epoch 1/1... Discriminator Loss: 1.6650... Generator Loss: 0.4251
Epoch 1/1... Discriminator Loss: 1.3452... Generator Loss: 0.6044
Epoch 1/1... Discriminator Loss: 1.6184... Generator Loss: 0.4682
Epoch 1/1... Discriminator Loss: 0.9396... Generator Loss: 1.3158
Epoch 1/1... Discriminator Loss: 1.6653... Generator Loss: 0.4348
Epoch 1/1... Discriminator Loss: 1.3243... Generator Loss: 1.0526
Epoch 1/1... Discriminator Loss: 1.7479... Generator Loss: 1.5227
Epoch 1/1... Discriminator Loss: 1.3181... Generator Loss: 1.2729
Epoch 1/1... Discriminator Loss: 0.8720... Generator Loss: 1.1590
Epoch 1/1... Discriminator Loss: 1.5207... Generator Loss: 0.4950
Epoch 1/1... Discriminator Loss: 1.3895... Generator Loss: 0.5680
Epoch 1/1... Discriminator Loss: 1.0111... Generator Loss: 2.5564
Epoch 1/1... Discriminator Loss: 0.9362... Generator Loss: 1.5783
Epoch 1/1... Discriminator Loss: 1.1420... Generator Loss: 1.0219
Epoch 1/1... Discriminator Loss: 1.0500... Generator Loss: 0.7929
Epoch 1/1... Discriminator Loss: 1.5248... Generator Loss: 0.4717
Epoch 1/1... Discriminator Loss: 1.1011... Generator Loss: 0.8461
Epoch 1/1... Discriminator Loss: 0.9241... Generator Loss: 1.2396
Epoch 1/1... Discriminator Loss: 1.2082... Generator Loss: 0.7076
Epoch 1/1... Discriminator Loss: 1.1786... Generator Loss: 0.7318
Epoch 1/1... Discriminator Loss: 0.9700... Generator Loss: 0.8782
Epoch 1/1... Discriminator Loss: 1.3686... Generator Loss: 2.2320
Epoch 1/1... Discriminator Loss: 1.5111... Generator Loss: 0.4953
Epoch 1/1... Discriminator Loss: 0.9577... Generator Loss: 1.2669
Epoch 1/1... Discriminator Loss: 1.3246... Generator Loss: 0.8257
Epoch 1/1... Discriminator Loss: 1.1637... Generator Loss: 0.7846
Epoch 1/1... Discriminator Loss: 0.6315... Generator Loss: 2.0663
Epoch 1/1... Discriminator Loss: 1.1731... Generator Loss: 1.1111
Epoch 1/1... Discriminator Loss: 1.9054... Generator Loss: 0.4105
Epoch 1/1... Discriminator Loss: 1.0326... Generator Loss: 2.9274
Epoch 1/1... Discriminator Loss: 1.3913... Generator Loss: 0.6273
Epoch 1/1... Discriminator Loss: 1.2196... Generator Loss: 0.9034
Epoch 1/1... Discriminator Loss: 0.9172... Generator Loss: 1.0091
Epoch 1/1... Discriminator Loss: 0.7883... Generator Loss: 1.6737
Epoch 1/1... Discriminator Loss: 0.9866... Generator Loss: 0.9350
Epoch 1/1... Discriminator Loss: 1.0852... Generator Loss: 0.8772
Epoch 1/1... Discriminator Loss: 1.2214... Generator Loss: 0.6338
Epoch 1/1... Discriminator Loss: 1.6163... Generator Loss: 1.1314
Epoch 1/1... Discriminator Loss: 1.2708... Generator Loss: 0.8129
Epoch 1/1... Discriminator Loss: 0.9359... Generator Loss: 1.0644
Epoch 1/1... Discriminator Loss: 0.9194... Generator Loss: 1.1863
Epoch 1/1... Discriminator Loss: 1.1535... Generator Loss: 1.0246
Epoch 1/1... Discriminator Loss: 1.5149... Generator Loss: 0.8407
Epoch 1/1... Discriminator Loss: 0.8809... Generator Loss: 1.1558
Epoch 1/1... Discriminator Loss: 1.2637... Generator Loss: 0.8418
Epoch 1/1... Discriminator Loss: 1.1825... Generator Loss: 0.8531
Epoch 1/1... Discriminator Loss: 1.0950... Generator Loss: 1.0675
Epoch 1/1... Discriminator Loss: 1.2519... Generator Loss: 0.9033
Epoch 1/1... Discriminator Loss: 0.8312... Generator Loss: 1.1932
Epoch 1/1... Discriminator Loss: 1.3218... Generator Loss: 0.5895
Epoch 1/1... Discriminator Loss: 1.5691... Generator Loss: 0.5980
Epoch 1/1... Discriminator Loss: 1.3130... Generator Loss: 0.5563
Epoch 1/1... Discriminator Loss: 1.5180... Generator Loss: 0.4786
Epoch 1/1... Discriminator Loss: 1.1534... Generator Loss: 1.0656
Epoch 1/1... Discriminator Loss: 1.1045... Generator Loss: 0.8493
Epoch 1/1... Discriminator Loss: 1.4348... Generator Loss: 0.8852
Epoch 1/1... Discriminator Loss: 1.8626... Generator Loss: 0.3883
Epoch 1/1... Discriminator Loss: 1.1027... Generator Loss: 0.7629
Epoch 1/1... Discriminator Loss: 1.1620... Generator Loss: 1.1949
Epoch 1/1... Discriminator Loss: 1.1162... Generator Loss: 0.7765
Epoch 1/1... Discriminator Loss: 1.0981... Generator Loss: 1.0544
Epoch 1/1... Discriminator Loss: 1.3499... Generator Loss: 0.5591
Epoch 1/1... Discriminator Loss: 1.8551... Generator Loss: 0.3893
Epoch 1/1... Discriminator Loss: 1.2151... Generator Loss: 1.0384
Epoch 1/1... Discriminator Loss: 1.7157... Generator Loss: 0.4151
Epoch 1/1... Discriminator Loss: 1.0259... Generator Loss: 1.0166
Epoch 1/1... Discriminator Loss: 1.1190... Generator Loss: 0.8363
Epoch 1/1... Discriminator Loss: 1.8249... Generator Loss: 1.0288
Epoch 1/1... Discriminator Loss: 1.2087... Generator Loss: 1.4538
Epoch 1/1... Discriminator Loss: 1.1606... Generator Loss: 0.7089
Epoch 1/1... Discriminator Loss: 1.0466... Generator Loss: 1.2006
Epoch 1/1... Discriminator Loss: 1.1792... Generator Loss: 0.9549
Epoch 1/1... Discriminator Loss: 1.1882... Generator Loss: 0.8721
Epoch 1/1... Discriminator Loss: 1.3869... Generator Loss: 0.5747
Epoch 1/1... Discriminator Loss: 1.2572... Generator Loss: 0.6202
Epoch 1/1... Discriminator Loss: 1.0325... Generator Loss: 0.9607
Epoch 1/1... Discriminator Loss: 1.0678... Generator Loss: 1.1180
Epoch 1/1... Discriminator Loss: 1.0325... Generator Loss: 0.8425
Epoch 1/1... Discriminator Loss: 1.3549... Generator Loss: 0.7271
Epoch 1/1... Discriminator Loss: 1.0267... Generator Loss: 0.8566
Epoch 1/1... Discriminator Loss: 1.1572... Generator Loss: 0.8020
Epoch 1/1... Discriminator Loss: 1.5630... Generator Loss: 0.4654
Epoch 1/1... Discriminator Loss: 1.4606... Generator Loss: 0.6607
Epoch 1/1... Discriminator Loss: 0.9632... Generator Loss: 0.9703
Epoch 1/1... Discriminator Loss: 1.6717... Generator Loss: 0.4503
Epoch 1/1... Discriminator Loss: 1.5387... Generator Loss: 0.5427
Epoch 1/1... Discriminator Loss: 1.0545... Generator Loss: 1.2724
Epoch 1/1... Discriminator Loss: 1.8404... Generator Loss: 0.3990
Epoch 1/1... Discriminator Loss: 1.0008... Generator Loss: 1.1470
Epoch 1/1... Discriminator Loss: 1.5032... Generator Loss: 0.5797
Epoch 1/1... Discriminator Loss: 1.2510... Generator Loss: 0.7267
Epoch 1/1... Discriminator Loss: 1.3000... Generator Loss: 0.7305
Epoch 1/1... Discriminator Loss: 1.1061... Generator Loss: 0.7373
Epoch 1/1... Discriminator Loss: 1.2256... Generator Loss: 0.9399
Epoch 1/1... Discriminator Loss: 1.1616... Generator Loss: 1.0076
Epoch 1/1... Discriminator Loss: 0.8692... Generator Loss: 1.1590
Epoch 1/1... Discriminator Loss: 1.3489... Generator Loss: 0.8249
Epoch 1/1... Discriminator Loss: 1.5580... Generator Loss: 1.1222
Epoch 1/1... Discriminator Loss: 1.3614... Generator Loss: 0.5682
Epoch 1/1... Discriminator Loss: 1.3120... Generator Loss: 0.7308
Epoch 1/1... Discriminator Loss: 1.2123... Generator Loss: 0.6907
Epoch 1/1... Discriminator Loss: 1.2064... Generator Loss: 0.6822
Epoch 1/1... Discriminator Loss: 1.2259... Generator Loss: 0.6309
Epoch 1/1... Discriminator Loss: 1.3205... Generator Loss: 0.5994
Epoch 1/1... Discriminator Loss: 1.3191... Generator Loss: 0.7433
Epoch 1/1... Discriminator Loss: 1.3672... Generator Loss: 0.5421
Epoch 1/1... Discriminator Loss: 0.8117... Generator Loss: 1.1873
Epoch 1/1... Discriminator Loss: 1.7702... Generator Loss: 1.7937
Epoch 1/1... Discriminator Loss: 1.1301... Generator Loss: 1.1011
Epoch 1/1... Discriminator Loss: 1.7009... Generator Loss: 0.4405
Epoch 1/1... Discriminator Loss: 1.1281... Generator Loss: 0.9712
Epoch 1/1... Discriminator Loss: 1.0567... Generator Loss: 0.8908
Epoch 1/1... Discriminator Loss: 1.1738... Generator Loss: 0.7299
Epoch 1/1... Discriminator Loss: 1.4426... Generator Loss: 0.5107
Epoch 1/1... Discriminator Loss: 1.1314... Generator Loss: 0.9277
Epoch 1/1... Discriminator Loss: 1.2084... Generator Loss: 0.6589
Epoch 1/1... Discriminator Loss: 1.2883... Generator Loss: 0.5928
Epoch 1/1... Discriminator Loss: 1.0741... Generator Loss: 1.1762
Epoch 1/1... Discriminator Loss: 1.0343... Generator Loss: 1.1090
Epoch 1/1... Discriminator Loss: 1.0870... Generator Loss: 0.8314
Epoch 1/1... Discriminator Loss: 1.0546... Generator Loss: 0.9090
Epoch 1/1... Discriminator Loss: 1.0188... Generator Loss: 1.2012
Epoch 1/1... Discriminator Loss: 1.2301... Generator Loss: 0.6675
Epoch 1/1... Discriminator Loss: 1.1881... Generator Loss: 0.6763
Epoch 1/1... Discriminator Loss: 1.3272... Generator Loss: 0.6472
Epoch 1/1... Discriminator Loss: 1.2510... Generator Loss: 0.8756
Epoch 1/1... Discriminator Loss: 1.3436... Generator Loss: 0.5861
Epoch 1/1... Discriminator Loss: 1.0951... Generator Loss: 0.7706
Epoch 1/1... Discriminator Loss: 1.7603... Generator Loss: 0.4067
Epoch 1/1... Discriminator Loss: 1.2448... Generator Loss: 0.8630
Epoch 1/1... Discriminator Loss: 1.1252... Generator Loss: 0.9992
Epoch 1/1... Discriminator Loss: 1.0349... Generator Loss: 1.2067
Epoch 1/1... Discriminator Loss: 1.3231... Generator Loss: 0.9954
Epoch 1/1... Discriminator Loss: 1.4645... Generator Loss: 0.5170
Epoch 1/1... Discriminator Loss: 1.2250... Generator Loss: 0.7050
Epoch 1/1... Discriminator Loss: 1.0128... Generator Loss: 0.8736
Epoch 1/1... Discriminator Loss: 1.3518... Generator Loss: 0.5800
Epoch 1/1... Discriminator Loss: 1.1147... Generator Loss: 0.6918
Epoch 1/1... Discriminator Loss: 1.0773... Generator Loss: 0.9100
Epoch 1/1... Discriminator Loss: 1.0995... Generator Loss: 1.2968
Epoch 1/1... Discriminator Loss: 1.2909... Generator Loss: 0.6214
Epoch 1/1... Discriminator Loss: 1.0529... Generator Loss: 1.3891
Epoch 1/1... Discriminator Loss: 1.7444... Generator Loss: 0.4129
Epoch 1/1... Discriminator Loss: 1.3888... Generator Loss: 0.5738
Epoch 1/1... Discriminator Loss: 1.2037... Generator Loss: 0.6991
Epoch 1/1... Discriminator Loss: 1.3618... Generator Loss: 1.1696
Epoch 1/1... Discriminator Loss: 1.0795... Generator Loss: 0.7889
Epoch 1/1... Discriminator Loss: 1.3041... Generator Loss: 0.5620
Epoch 1/1... Discriminator Loss: 1.0122... Generator Loss: 0.8175
Epoch 1/1... Discriminator Loss: 1.3394... Generator Loss: 0.7328
Epoch 1/1... Discriminator Loss: 1.1810... Generator Loss: 0.6753
Epoch 1/1... Discriminator Loss: 1.1901... Generator Loss: 0.7487
Epoch 1/1... Discriminator Loss: 1.1852... Generator Loss: 0.6938
Epoch 1/1... Discriminator Loss: 1.3189... Generator Loss: 1.1425
Epoch 1/1... Discriminator Loss: 1.8033... Generator Loss: 0.3983
Epoch 1/1... Discriminator Loss: 1.2327... Generator Loss: 0.8734
Epoch 1/1... Discriminator Loss: 1.2012... Generator Loss: 0.7053
Epoch 1/1... Discriminator Loss: 1.2909... Generator Loss: 0.6185
Epoch 1/1... Discriminator Loss: 1.1683... Generator Loss: 0.6733
Epoch 1/1... Discriminator Loss: 1.5735... Generator Loss: 0.4555
Epoch 1/1... Discriminator Loss: 1.2204... Generator Loss: 0.7283
Epoch 1/1... Discriminator Loss: 1.2361... Generator Loss: 0.7106
Epoch 1/1... Discriminator Loss: 1.2115... Generator Loss: 0.7238
Epoch 1/1... Discriminator Loss: 1.2714... Generator Loss: 0.6831
Epoch 1/1... Discriminator Loss: 1.2153... Generator Loss: 1.1350
Epoch 1/1... Discriminator Loss: 1.0215... Generator Loss: 1.0752
Epoch 1/1... Discriminator Loss: 1.0201... Generator Loss: 1.0541
Epoch 1/1... Discriminator Loss: 1.7869... Generator Loss: 0.4615
Epoch 1/1... Discriminator Loss: 1.1083... Generator Loss: 1.1492
Epoch 1/1... Discriminator Loss: 1.6660... Generator Loss: 0.4208
Epoch 1/1... Discriminator Loss: 1.0951... Generator Loss: 0.8030
Epoch 1/1... Discriminator Loss: 1.1276... Generator Loss: 1.2695
Epoch 1/1... Discriminator Loss: 1.1974... Generator Loss: 0.8429
Epoch 1/1... Discriminator Loss: 0.9298... Generator Loss: 0.9321
Epoch 1/1... Discriminator Loss: 1.1123... Generator Loss: 1.0392
Epoch 1/1... Discriminator Loss: 0.9371... Generator Loss: 1.0659
Epoch 1/1... Discriminator Loss: 0.9436... Generator Loss: 1.0828
Epoch 1/1... Discriminator Loss: 1.2712... Generator Loss: 0.6639
Epoch 1/1... Discriminator Loss: 1.3855... Generator Loss: 0.5639
Epoch 1/1... Discriminator Loss: 1.4080... Generator Loss: 0.5628
Epoch 1/1... Discriminator Loss: 1.5321... Generator Loss: 0.4740
Epoch 1/1... Discriminator Loss: 1.0950... Generator Loss: 0.9213
Epoch 1/1... Discriminator Loss: 1.4789... Generator Loss: 0.5220
Epoch 1/1... Discriminator Loss: 1.3758... Generator Loss: 0.5823
Epoch 1/1... Discriminator Loss: 1.0711... Generator Loss: 0.7945
Epoch 1/1... Discriminator Loss: 0.9355... Generator Loss: 1.3300
Epoch 1/1... Discriminator Loss: 1.4938... Generator Loss: 0.5138
Epoch 1/1... Discriminator Loss: 1.1922... Generator Loss: 0.8293
Epoch 1/1... Discriminator Loss: 1.2298... Generator Loss: 0.8428
Epoch 1/1... Discriminator Loss: 1.2997... Generator Loss: 0.5903
Epoch 1/1... Discriminator Loss: 1.0400... Generator Loss: 1.1559
Epoch 1/1... Discriminator Loss: 1.2405... Generator Loss: 1.0684
Epoch 1/1... Discriminator Loss: 1.2770... Generator Loss: 0.6948
Epoch 1/1... Discriminator Loss: 1.0096... Generator Loss: 1.0273
Epoch 1/1... Discriminator Loss: 1.3069... Generator Loss: 0.6233
Epoch 1/1... Discriminator Loss: 1.3105... Generator Loss: 0.6492
Epoch 1/1... Discriminator Loss: 1.1350... Generator Loss: 0.7022
Epoch 1/1... Discriminator Loss: 1.1265... Generator Loss: 0.7351
Epoch 1/1... Discriminator Loss: 0.8807... Generator Loss: 1.2830
Epoch 1/1... Discriminator Loss: 1.1052... Generator Loss: 0.9013
Epoch 1/1... Discriminator Loss: 1.1725... Generator Loss: 0.7480
Epoch 1/1... Discriminator Loss: 1.3223... Generator Loss: 0.5821
Epoch 1/1... Discriminator Loss: 1.1748... Generator Loss: 1.1633
Epoch 1/1... Discriminator Loss: 1.1894... Generator Loss: 1.0502
Epoch 1/1... Discriminator Loss: 1.1533... Generator Loss: 0.8450
Epoch 1/1... Discriminator Loss: 1.4363... Generator Loss: 0.5325
Epoch 1/1... Discriminator Loss: 1.5678... Generator Loss: 0.5123
Epoch 1/1... Discriminator Loss: 1.3093... Generator Loss: 0.8998
Epoch 1/1... Discriminator Loss: 1.2326... Generator Loss: 0.6985
Epoch 1/1... Discriminator Loss: 1.1232... Generator Loss: 0.8195
Epoch 1/1... Discriminator Loss: 1.5537... Generator Loss: 0.4489
Epoch 1/1... Discriminator Loss: 1.5912... Generator Loss: 0.4532
Epoch 1/1... Discriminator Loss: 0.9200... Generator Loss: 0.9147
Epoch 1/1... Discriminator Loss: 1.3896... Generator Loss: 0.5876
Epoch 1/1... Discriminator Loss: 1.1969... Generator Loss: 0.7814
Epoch 1/1... Discriminator Loss: 1.2278... Generator Loss: 0.7202
Epoch 1/1... Discriminator Loss: 0.9972... Generator Loss: 0.8999
Epoch 1/1... Discriminator Loss: 0.9609... Generator Loss: 1.4366
Epoch 1/1... Discriminator Loss: 1.2792... Generator Loss: 0.7206
Epoch 1/1... Discriminator Loss: 1.2992... Generator Loss: 0.7215
Epoch 1/1... Discriminator Loss: 1.2293... Generator Loss: 1.0603
Epoch 1/1... Discriminator Loss: 1.4301... Generator Loss: 0.5331
Epoch 1/1... Discriminator Loss: 1.0887... Generator Loss: 1.2131
Epoch 1/1... Discriminator Loss: 2.0870... Generator Loss: 0.3875
Epoch 1/1... Discriminator Loss: 0.9395... Generator Loss: 0.8724
Epoch 1/1... Discriminator Loss: 1.0969... Generator Loss: 0.8658
Epoch 1/1... Discriminator Loss: 1.1505... Generator Loss: 0.7626
Epoch 1/1... Discriminator Loss: 1.2182... Generator Loss: 0.6291
Epoch 1/1... Discriminator Loss: 1.6641... Generator Loss: 1.0465
Epoch 1/1... Discriminator Loss: 1.5509... Generator Loss: 0.5307
Epoch 1/1... Discriminator Loss: 1.3666... Generator Loss: 0.6602
Epoch 1/1... Discriminator Loss: 1.4191... Generator Loss: 0.8894
Epoch 1/1... Discriminator Loss: 1.5514... Generator Loss: 0.4771
Epoch 1/1... Discriminator Loss: 1.5751... Generator Loss: 0.4612
Epoch 1/1... Discriminator Loss: 1.1935... Generator Loss: 0.6630
Epoch 1/1... Discriminator Loss: 1.5517... Generator Loss: 0.4885
Epoch 1/1... Discriminator Loss: 0.9785... Generator Loss: 0.9340
Epoch 1/1... Discriminator Loss: 1.0770... Generator Loss: 0.9089
Epoch 1/1... Discriminator Loss: 1.4135... Generator Loss: 0.5598
Epoch 1/1... Discriminator Loss: 1.0983... Generator Loss: 0.7589
Epoch 1/1... Discriminator Loss: 1.3140... Generator Loss: 0.7294
Epoch 1/1... Discriminator Loss: 1.0493... Generator Loss: 0.8761
Epoch 1/1... Discriminator Loss: 0.8760... Generator Loss: 1.1162
Epoch 1/1... Discriminator Loss: 1.0510... Generator Loss: 0.8920
Epoch 1/1... Discriminator Loss: 1.2682... Generator Loss: 1.0109
Epoch 1/1... Discriminator Loss: 1.0264... Generator Loss: 0.8465
Epoch 1/1... Discriminator Loss: 0.9310... Generator Loss: 0.9419
Epoch 1/1... Discriminator Loss: 1.8974... Generator Loss: 0.3873
Epoch 1/1... Discriminator Loss: 0.9757... Generator Loss: 1.4090
Epoch 1/1... Discriminator Loss: 1.0883... Generator Loss: 0.7487
Epoch 1/1... Discriminator Loss: 1.2800... Generator Loss: 0.9727
Epoch 1/1... Discriminator Loss: 1.2151... Generator Loss: 0.7030
Epoch 1/1... Discriminator Loss: 1.1245... Generator Loss: 1.1571
Epoch 1/1... Discriminator Loss: 1.0086... Generator Loss: 0.8627
Epoch 1/1... Discriminator Loss: 1.2762... Generator Loss: 0.5954
Epoch 1/1... Discriminator Loss: 0.9296... Generator Loss: 1.1363
Epoch 1/1... Discriminator Loss: 0.8965... Generator Loss: 1.7081
Epoch 1/1... Discriminator Loss: 1.2039... Generator Loss: 1.5091
Epoch 1/1... Discriminator Loss: 1.1353... Generator Loss: 0.7240
Epoch 1/1... Discriminator Loss: 1.2150... Generator Loss: 0.6716
Epoch 1/1... Discriminator Loss: 1.5567... Generator Loss: 0.5058
Epoch 1/1... Discriminator Loss: 1.2228... Generator Loss: 0.7507
Epoch 1/1... Discriminator Loss: 1.3222... Generator Loss: 0.6264
Epoch 1/1... Discriminator Loss: 1.2194... Generator Loss: 0.6930
Epoch 1/1... Discriminator Loss: 1.3424... Generator Loss: 0.5389
Epoch 1/1... Discriminator Loss: 1.4987... Generator Loss: 0.5302
Epoch 1/1... Discriminator Loss: 1.3408... Generator Loss: 0.5726
Epoch 1/1... Discriminator Loss: 1.0577... Generator Loss: 0.8984
Epoch 1/1... Discriminator Loss: 1.2449... Generator Loss: 0.5878
Epoch 1/1... Discriminator Loss: 1.2729... Generator Loss: 0.6955
Epoch 1/1... Discriminator Loss: 1.0677... Generator Loss: 1.2790
Epoch 1/1... Discriminator Loss: 1.2611... Generator Loss: 0.6149
Epoch 1/1... Discriminator Loss: 1.2742... Generator Loss: 0.7014
Epoch 1/1... Discriminator Loss: 1.0192... Generator Loss: 1.1858
Epoch 1/1... Discriminator Loss: 1.4684... Generator Loss: 0.5532
Epoch 1/1... Discriminator Loss: 1.4978... Generator Loss: 0.4886
Epoch 1/1... Discriminator Loss: 0.9554... Generator Loss: 1.7586
Epoch 1/1... Discriminator Loss: 1.0127... Generator Loss: 0.9888
Epoch 1/1... Discriminator Loss: 1.0174... Generator Loss: 0.8121
Epoch 1/1... Discriminator Loss: 1.4548... Generator Loss: 0.5192
Epoch 1/1... Discriminator Loss: 1.0138... Generator Loss: 0.9503
Epoch 1/1... Discriminator Loss: 1.1425... Generator Loss: 0.7263
Epoch 1/1... Discriminator Loss: 1.2258... Generator Loss: 0.7145
Epoch 1/1... Discriminator Loss: 1.0758... Generator Loss: 0.9857
Epoch 1/1... Discriminator Loss: 0.8344... Generator Loss: 1.1781
Epoch 1/1... Discriminator Loss: 1.5380... Generator Loss: 0.5661
Epoch 1/1... Discriminator Loss: 1.5302... Generator Loss: 0.9974
Epoch 1/1... Discriminator Loss: 1.0498... Generator Loss: 0.7484
Epoch 1/1... Discriminator Loss: 1.4103... Generator Loss: 1.0671
Epoch 1/1... Discriminator Loss: 1.4791... Generator Loss: 0.7764
Epoch 1/1... Discriminator Loss: 1.0189... Generator Loss: 1.0352
Epoch 1/1... Discriminator Loss: 1.3511... Generator Loss: 0.5644
Epoch 1/1... Discriminator Loss: 1.2923... Generator Loss: 0.6080
Epoch 1/1... Discriminator Loss: 1.4222... Generator Loss: 0.5167
Epoch 1/1... Discriminator Loss: 1.0536... Generator Loss: 0.7954
Epoch 1/1... Discriminator Loss: 0.8948... Generator Loss: 1.0135
Epoch 1/1... Discriminator Loss: 1.4391... Generator Loss: 0.5077
Epoch 1/1... Discriminator Loss: 0.9760... Generator Loss: 1.2745
Epoch 1/1... Discriminator Loss: 0.9052... Generator Loss: 1.5490
Epoch 1/1... Discriminator Loss: 1.7828... Generator Loss: 0.3941
Epoch 1/1... Discriminator Loss: 1.0179... Generator Loss: 0.9122
Epoch 1/1... Discriminator Loss: 1.2543... Generator Loss: 0.6318
Epoch 1/1... Discriminator Loss: 1.4259... Generator Loss: 0.5355
Epoch 1/1... Discriminator Loss: 1.3337... Generator Loss: 0.5697
Epoch 1/1... Discriminator Loss: 1.3884... Generator Loss: 0.5361
Epoch 1/1... Discriminator Loss: 1.3497... Generator Loss: 1.5277
Epoch 1/1... Discriminator Loss: 1.2448... Generator Loss: 0.9894
Epoch 1/1... Discriminator Loss: 1.3339... Generator Loss: 0.5828
Epoch 1/1... Discriminator Loss: 1.0934... Generator Loss: 0.8730
Epoch 1/1... Discriminator Loss: 1.0554... Generator Loss: 0.8955
Epoch 1/1... Discriminator Loss: 1.1910... Generator Loss: 1.6200
Epoch 1/1... Discriminator Loss: 1.6377... Generator Loss: 0.4322
Epoch 1/1... Discriminator Loss: 1.5022... Generator Loss: 0.4974
Epoch 1/1... Discriminator Loss: 1.2733... Generator Loss: 0.5793
Epoch 1/1... Discriminator Loss: 0.9607... Generator Loss: 0.8860
Epoch 1/1... Discriminator Loss: 1.2166... Generator Loss: 1.2798
Epoch 1/1... Discriminator Loss: 1.1076... Generator Loss: 0.9028
Epoch 1/1... Discriminator Loss: 1.0620... Generator Loss: 0.9507
Epoch 1/1... Discriminator Loss: 1.5931... Generator Loss: 0.4583
Epoch 1/1... Discriminator Loss: 1.4060... Generator Loss: 0.7289
Epoch 1/1... Discriminator Loss: 1.1321... Generator Loss: 0.7183
Epoch 1/1... Discriminator Loss: 1.4168... Generator Loss: 1.0663
Epoch 1/1... Discriminator Loss: 1.3994... Generator Loss: 0.5123
Epoch 1/1... Discriminator Loss: 1.1579... Generator Loss: 1.1368
Epoch 1/1... Discriminator Loss: 0.9978... Generator Loss: 1.1715
Epoch 1/1... Discriminator Loss: 1.4212... Generator Loss: 0.5170
Epoch 1/1... Discriminator Loss: 1.0529... Generator Loss: 0.7599
Epoch 1/1... Discriminator Loss: 1.0191... Generator Loss: 1.3172
Epoch 1/1... Discriminator Loss: 1.5920... Generator Loss: 0.4557
Epoch 1/1... Discriminator Loss: 1.1436... Generator Loss: 0.7946
Epoch 1/1... Discriminator Loss: 1.1863... Generator Loss: 0.6282
Epoch 1/1... Discriminator Loss: 1.0980... Generator Loss: 0.8249
Epoch 1/1... Discriminator Loss: 1.5917... Generator Loss: 0.4363
Epoch 1/1... Discriminator Loss: 1.3877... Generator Loss: 0.5272
Epoch 1/1... Discriminator Loss: 1.2679... Generator Loss: 0.5791
Epoch 1/1... Discriminator Loss: 1.2020... Generator Loss: 0.6444
Epoch 1/1... Discriminator Loss: 0.7854... Generator Loss: 1.3316
Epoch 1/1... Discriminator Loss: 1.2662... Generator Loss: 0.6015
Epoch 1/1... Discriminator Loss: 0.8120... Generator Loss: 1.4394
Epoch 1/1... Discriminator Loss: 1.7493... Generator Loss: 0.4089
Epoch 1/1... Discriminator Loss: 1.8884... Generator Loss: 0.6842
Epoch 1/1... Discriminator Loss: 1.4843... Generator Loss: 0.4904
Epoch 1/1... Discriminator Loss: 1.6071... Generator Loss: 1.2920
Epoch 1/1... Discriminator Loss: 1.5399... Generator Loss: 0.4833
Epoch 1/1... Discriminator Loss: 1.2618... Generator Loss: 0.6718
Epoch 1/1... Discriminator Loss: 0.9683... Generator Loss: 0.8418
Epoch 1/1... Discriminator Loss: 1.6699... Generator Loss: 0.4234
Epoch 1/1... Discriminator Loss: 1.0564... Generator Loss: 0.7424
Epoch 1/1... Discriminator Loss: 1.3741... Generator Loss: 0.5692
Epoch 1/1... Discriminator Loss: 1.1850... Generator Loss: 0.6643
Epoch 1/1... Discriminator Loss: 1.5683... Generator Loss: 0.4532
Epoch 1/1... Discriminator Loss: 0.9974... Generator Loss: 0.8592
Epoch 1/1... Discriminator Loss: 1.2080... Generator Loss: 0.6324
Epoch 1/1... Discriminator Loss: 1.2195... Generator Loss: 0.9806
Epoch 1/1... Discriminator Loss: 1.0153... Generator Loss: 0.9243
Epoch 1/1... Discriminator Loss: 1.6928... Generator Loss: 0.4341
Epoch 1/1... Discriminator Loss: 1.0006... Generator Loss: 1.0459
Epoch 1/1... Discriminator Loss: 0.9895... Generator Loss: 0.8129
Epoch 1/1... Discriminator Loss: 1.1636... Generator Loss: 0.7956
Epoch 1/1... Discriminator Loss: 1.2861... Generator Loss: 1.1318
Epoch 1/1... Discriminator Loss: 1.3971... Generator Loss: 0.5756
Epoch 1/1... Discriminator Loss: 1.7649... Generator Loss: 0.4370
Epoch 1/1... Discriminator Loss: 1.0875... Generator Loss: 0.9406
Epoch 1/1... Discriminator Loss: 0.9240... Generator Loss: 0.9216
Epoch 1/1... Discriminator Loss: 1.0664... Generator Loss: 0.8133
Epoch 1/1... Discriminator Loss: 1.1995... Generator Loss: 0.7673
Epoch 1/1... Discriminator Loss: 1.3607... Generator Loss: 0.6167
Epoch 1/1... Discriminator Loss: 0.8810... Generator Loss: 1.2530
Epoch 1/1... Discriminator Loss: 1.4169... Generator Loss: 0.5652
Epoch 1/1... Discriminator Loss: 1.6684... Generator Loss: 0.4175
Epoch 1/1... Discriminator Loss: 1.5841... Generator Loss: 1.1184
Epoch 1/1... Discriminator Loss: 1.5397... Generator Loss: 0.4803
Epoch 1/1... Discriminator Loss: 1.1972... Generator Loss: 0.6706
Epoch 1/1... Discriminator Loss: 1.3198... Generator Loss: 0.5786
Epoch 1/1... Discriminator Loss: 1.1648... Generator Loss: 0.8537
Epoch 1/1... Discriminator Loss: 0.9164... Generator Loss: 1.4072
Epoch 1/1... Discriminator Loss: 0.9585... Generator Loss: 0.9694
Epoch 1/1... Discriminator Loss: 1.1231... Generator Loss: 0.8928
Epoch 1/1... Discriminator Loss: 1.2721... Generator Loss: 0.6514
Epoch 1/1... Discriminator Loss: 0.9536... Generator Loss: 1.0112
Epoch 1/1... Discriminator Loss: 1.5571... Generator Loss: 0.5026
Epoch 1/1... Discriminator Loss: 1.1484... Generator Loss: 0.7206
Epoch 1/1... Discriminator Loss: 1.6459... Generator Loss: 0.4662
Epoch 1/1... Discriminator Loss: 1.1375... Generator Loss: 0.7410
Epoch 1/1... Discriminator Loss: 1.2374... Generator Loss: 0.6433
Epoch 1/1... Discriminator Loss: 1.2112... Generator Loss: 0.6534
Epoch 1/1... Discriminator Loss: 1.1903... Generator Loss: 0.6822
Epoch 1/1... Discriminator Loss: 1.3447... Generator Loss: 0.5723
Epoch 1/1... Discriminator Loss: 1.3143... Generator Loss: 1.2654
Epoch 1/1... Discriminator Loss: 1.1246... Generator Loss: 0.7547
Epoch 1/1... Discriminator Loss: 1.0781... Generator Loss: 0.9504
Epoch 1/1... Discriminator Loss: 1.3686... Generator Loss: 0.5716
Epoch 1/1... Discriminator Loss: 1.0066... Generator Loss: 1.1518
Epoch 1/1... Discriminator Loss: 1.1631... Generator Loss: 0.9245
Epoch 1/1... Discriminator Loss: 1.3651... Generator Loss: 0.9115
Epoch 1/1... Discriminator Loss: 0.9422... Generator Loss: 1.0327
Epoch 1/1... Discriminator Loss: 1.4960... Generator Loss: 0.4846
Epoch 1/1... Discriminator Loss: 1.0844... Generator Loss: 0.6872
Epoch 1/1... Discriminator Loss: 0.9278... Generator Loss: 1.5280
Epoch 1/1... Discriminator Loss: 1.0658... Generator Loss: 0.7476
Epoch 1/1... Discriminator Loss: 1.1475... Generator Loss: 1.1296
Epoch 1/1... Discriminator Loss: 0.9118... Generator Loss: 1.6919
Epoch 1/1... Discriminator Loss: 1.4767... Generator Loss: 0.5188
Epoch 1/1... Discriminator Loss: 1.1108... Generator Loss: 0.7730
Epoch 1/1... Discriminator Loss: 1.2722... Generator Loss: 0.6248
Epoch 1/1... Discriminator Loss: 0.7470... Generator Loss: 1.1533
Epoch 1/1... Discriminator Loss: 1.9106... Generator Loss: 0.3898
Epoch 1/1... Discriminator Loss: 1.4980... Generator Loss: 0.4803
Epoch 1/1... Discriminator Loss: 1.2822... Generator Loss: 0.6165
Epoch 1/1... Discriminator Loss: 1.1392... Generator Loss: 1.1300
Epoch 1/1... Discriminator Loss: 1.1925... Generator Loss: 0.6382
Epoch 1/1... Discriminator Loss: 0.9423... Generator Loss: 0.8794
Epoch 1/1... Discriminator Loss: 0.9264... Generator Loss: 1.4256
Epoch 1/1... Discriminator Loss: 0.7816... Generator Loss: 1.3981
Epoch 1/1... Discriminator Loss: 0.9177... Generator Loss: 1.1251
Epoch 1/1... Discriminator Loss: 0.9403... Generator Loss: 0.8835
Epoch 1/1... Discriminator Loss: 1.0036... Generator Loss: 0.9010
Epoch 1/1... Discriminator Loss: 1.4946... Generator Loss: 0.6758
Epoch 1/1... Discriminator Loss: 1.2611... Generator Loss: 0.6095
Epoch 1/1... Discriminator Loss: 0.9408... Generator Loss: 1.2497
Epoch 1/1... Discriminator Loss: 1.0284... Generator Loss: 1.0267
Epoch 1/1... Discriminator Loss: 1.1131... Generator Loss: 0.8302
Epoch 1/1... Discriminator Loss: 0.9098... Generator Loss: 1.2374
Epoch 1/1... Discriminator Loss: 0.7204... Generator Loss: 1.2670
Epoch 1/1... Discriminator Loss: 1.2205... Generator Loss: 0.7130
Epoch 1/1... Discriminator Loss: 0.9409... Generator Loss: 0.9886
Epoch 1/1... Discriminator Loss: 1.1587... Generator Loss: 0.8927
Epoch 1/1... Discriminator Loss: 1.0177... Generator Loss: 0.9093
Epoch 1/1... Discriminator Loss: 1.6411... Generator Loss: 0.4606
Epoch 1/1... Discriminator Loss: 2.4032... Generator Loss: 0.3674
Epoch 1/1... Discriminator Loss: 1.1354... Generator Loss: 1.3481
Epoch 1/1... Discriminator Loss: 1.1096... Generator Loss: 1.7295
Epoch 1/1... Discriminator Loss: 1.1577... Generator Loss: 0.6946
Epoch 1/1... Discriminator Loss: 0.9048... Generator Loss: 0.9692
Epoch 1/1... Discriminator Loss: 0.7795... Generator Loss: 1.5945
Epoch 1/1... Discriminator Loss: 1.0567... Generator Loss: 0.7368
Epoch 1/1... Discriminator Loss: 0.9254... Generator Loss: 1.4561
Epoch 1/1... Discriminator Loss: 1.2265... Generator Loss: 0.6531
Epoch 1/1... Discriminator Loss: 1.1739... Generator Loss: 0.9784
Epoch 1/1... Discriminator Loss: 1.3034... Generator Loss: 0.6321
Epoch 1/1... Discriminator Loss: 1.0857... Generator Loss: 0.7528
Epoch 1/1... Discriminator Loss: 1.2132... Generator Loss: 1.3700
Epoch 1/1... Discriminator Loss: 0.7660... Generator Loss: 1.4951
Epoch 1/1... Discriminator Loss: 1.5298... Generator Loss: 0.5142
Epoch 1/1... Discriminator Loss: 1.0425... Generator Loss: 0.7771
Epoch 1/1... Discriminator Loss: 1.2856... Generator Loss: 0.5903
Epoch 1/1... Discriminator Loss: 0.9559... Generator Loss: 1.5237
Epoch 1/1... Discriminator Loss: 1.1004... Generator Loss: 0.7909
Epoch 1/1... Discriminator Loss: 1.0606... Generator Loss: 0.9026
Epoch 1/1... Discriminator Loss: 1.0048... Generator Loss: 0.7868
Epoch 1/1... Discriminator Loss: 1.5518... Generator Loss: 0.4576
Epoch 1/1... Discriminator Loss: 1.7506... Generator Loss: 0.4116
Epoch 1/1... Discriminator Loss: 2.3647... Generator Loss: 0.3508
Epoch 1/1... Discriminator Loss: 1.1591... Generator Loss: 0.8157
Epoch 1/1... Discriminator Loss: 2.3256... Generator Loss: 0.3402
Epoch 1/1... Discriminator Loss: 1.0283... Generator Loss: 0.8034
Epoch 1/1... Discriminator Loss: 1.1609... Generator Loss: 0.8992
Epoch 1/1... Discriminator Loss: 0.8767... Generator Loss: 1.2353
Epoch 1/1... Discriminator Loss: 0.8917... Generator Loss: 1.1908
Epoch 1/1... Discriminator Loss: 1.6851... Generator Loss: 0.4585
Epoch 1/1... Discriminator Loss: 1.1847... Generator Loss: 0.6456
Epoch 1/1... Discriminator Loss: 1.4038... Generator Loss: 0.5414
Epoch 1/1... Discriminator Loss: 0.9416... Generator Loss: 0.9695
Epoch 1/1... Discriminator Loss: 1.2805... Generator Loss: 0.6729
Epoch 1/1... Discriminator Loss: 1.4279... Generator Loss: 0.4947
Epoch 1/1... Discriminator Loss: 1.0285... Generator Loss: 0.7989
Epoch 1/1... Discriminator Loss: 0.9461... Generator Loss: 1.1581
Epoch 1/1... Discriminator Loss: 1.0584... Generator Loss: 1.0192
Epoch 1/1... Discriminator Loss: 2.1914... Generator Loss: 0.3529
Epoch 1/1... Discriminator Loss: 0.8852... Generator Loss: 1.3784
Epoch 1/1... Discriminator Loss: 1.6490... Generator Loss: 0.4237
Epoch 1/1... Discriminator Loss: 1.4620... Generator Loss: 0.4986
Epoch 1/1... Discriminator Loss: 1.1691... Generator Loss: 0.9817
Epoch 1/1... Discriminator Loss: 1.5237... Generator Loss: 0.5185
Epoch 1/1... Discriminator Loss: 1.2657... Generator Loss: 0.6339
Epoch 1/1... Discriminator Loss: 1.2510... Generator Loss: 0.8661
Epoch 1/1... Discriminator Loss: 1.2428... Generator Loss: 0.5947
Epoch 1/1... Discriminator Loss: 0.9081... Generator Loss: 0.9757
Epoch 1/1... Discriminator Loss: 1.2569... Generator Loss: 0.6007
Epoch 1/1... Discriminator Loss: 0.9892... Generator Loss: 0.8110
Epoch 1/1... Discriminator Loss: 1.2179... Generator Loss: 0.6529
Epoch 1/1... Discriminator Loss: 1.1584... Generator Loss: 0.6743
Epoch 1/1... Discriminator Loss: 1.1511... Generator Loss: 0.7608
Epoch 1/1... Discriminator Loss: 1.2726... Generator Loss: 0.9385
Epoch 1/1... Discriminator Loss: 1.3380... Generator Loss: 0.5887
Epoch 1/1... Discriminator Loss: 1.2623... Generator Loss: 0.6565
Epoch 1/1... Discriminator Loss: 1.0197... Generator Loss: 0.7960
Epoch 1/1... Discriminator Loss: 1.0313... Generator Loss: 0.9470
Epoch 1/1... Discriminator Loss: 1.3605... Generator Loss: 0.6442
Epoch 1/1... Discriminator Loss: 0.8418... Generator Loss: 1.0085
Epoch 1/1... Discriminator Loss: 1.0727... Generator Loss: 0.9206
Epoch 1/1... Discriminator Loss: 0.9699... Generator Loss: 1.3409
Epoch 1/1... Discriminator Loss: 0.8808... Generator Loss: 1.5063
Epoch 1/1... Discriminator Loss: 1.6885... Generator Loss: 1.4257
Epoch 1/1... Discriminator Loss: 1.2671... Generator Loss: 0.5749
Epoch 1/1... Discriminator Loss: 0.9471... Generator Loss: 0.8522
Epoch 1/1... Discriminator Loss: 1.4255... Generator Loss: 0.5231
Epoch 1/1... Discriminator Loss: 1.3947... Generator Loss: 0.5658
Epoch 1/1... Discriminator Loss: 1.2395... Generator Loss: 0.8942
Epoch 1/1... Discriminator Loss: 1.6110... Generator Loss: 0.4556
Epoch 1/1... Discriminator Loss: 1.1045... Generator Loss: 0.6731
Epoch 1/1... Discriminator Loss: 1.4629... Generator Loss: 1.0726
Epoch 1/1... Discriminator Loss: 1.0171... Generator Loss: 0.9524
Epoch 1/1... Discriminator Loss: 1.2599... Generator Loss: 0.6421
Epoch 1/1... Discriminator Loss: 0.9301... Generator Loss: 1.2130
Epoch 1/1... Discriminator Loss: 1.4821... Generator Loss: 0.4744
Epoch 1/1... Discriminator Loss: 1.1450... Generator Loss: 0.7789
Epoch 1/1... Discriminator Loss: 0.9048... Generator Loss: 1.1953
Epoch 1/1... Discriminator Loss: 1.0269... Generator Loss: 0.9543
Epoch 1/1... Discriminator Loss: 1.3386... Generator Loss: 0.5449
Epoch 1/1... Discriminator Loss: 1.0328... Generator Loss: 0.7385
Epoch 1/1... Discriminator Loss: 1.0774... Generator Loss: 0.7298
Epoch 1/1... Discriminator Loss: 1.5411... Generator Loss: 0.5072
Epoch 1/1... Discriminator Loss: 0.9653... Generator Loss: 1.5915
Epoch 1/1... Discriminator Loss: 1.5805... Generator Loss: 0.4565
Epoch 1/1... Discriminator Loss: 1.3742... Generator Loss: 1.0191
Epoch 1/1... Discriminator Loss: 1.0773... Generator Loss: 1.1368
Epoch 1/1... Discriminator Loss: 0.6863... Generator Loss: 1.4300
Epoch 1/1... Discriminator Loss: 1.7705... Generator Loss: 0.3981
Epoch 1/1... Discriminator Loss: 1.2312... Generator Loss: 0.7330
Epoch 1/1... Discriminator Loss: 1.2964... Generator Loss: 0.6061
Epoch 1/1... Discriminator Loss: 1.0789... Generator Loss: 0.8519
Epoch 1/1... Discriminator Loss: 0.9488... Generator Loss: 0.9240
Epoch 1/1... Discriminator Loss: 0.9017... Generator Loss: 1.1993
Epoch 1/1... Discriminator Loss: 1.1353... Generator Loss: 0.6632
Epoch 1/1... Discriminator Loss: 1.4188... Generator Loss: 0.5029
Epoch 1/1... Discriminator Loss: 1.8299... Generator Loss: 0.3969
Epoch 1/1... Discriminator Loss: 1.2635... Generator Loss: 0.6333
Epoch 1/1... Discriminator Loss: 1.1457... Generator Loss: 2.1565
Epoch 1/1... Discriminator Loss: 0.9760... Generator Loss: 0.9905
Epoch 1/1... Discriminator Loss: 0.9725... Generator Loss: 1.2059
Epoch 1/1... Discriminator Loss: 1.0390... Generator Loss: 0.9385
Epoch 1/1... Discriminator Loss: 0.9923... Generator Loss: 1.4003
Epoch 1/1... Discriminator Loss: 1.6848... Generator Loss: 0.4255
Epoch 1/1... Discriminator Loss: 1.0847... Generator Loss: 1.2330
Epoch 1/1... Discriminator Loss: 0.8204... Generator Loss: 1.0452
Epoch 1/1... Discriminator Loss: 1.7608... Generator Loss: 0.4555
Epoch 1/1... Discriminator Loss: 1.0970... Generator Loss: 0.7463
Epoch 1/1... Discriminator Loss: 1.5692... Generator Loss: 0.4693
Epoch 1/1... Discriminator Loss: 1.1928... Generator Loss: 0.7129
Epoch 1/1... Discriminator Loss: 1.0963... Generator Loss: 0.7104
Epoch 1/1... Discriminator Loss: 1.1907... Generator Loss: 0.6299
Epoch 1/1... Discriminator Loss: 0.9330... Generator Loss: 0.9686
Epoch 1/1... Discriminator Loss: 1.3661... Generator Loss: 0.9731
Epoch 1/1... Discriminator Loss: 1.7274... Generator Loss: 0.4351
Epoch 1/1... Discriminator Loss: 0.9280... Generator Loss: 0.8349
Epoch 1/1... Discriminator Loss: 0.7227... Generator Loss: 1.5265
Epoch 1/1... Discriminator Loss: 0.9602... Generator Loss: 0.9776
Epoch 1/1... Discriminator Loss: 1.0444... Generator Loss: 0.7380
Epoch 1/1... Discriminator Loss: 0.8756... Generator Loss: 1.3208
Epoch 1/1... Discriminator Loss: 1.9398... Generator Loss: 1.9666
Epoch 1/1... Discriminator Loss: 1.1423... Generator Loss: 0.6501
Epoch 1/1... Discriminator Loss: 1.0305... Generator Loss: 1.0562
Epoch 1/1... Discriminator Loss: 1.1080... Generator Loss: 1.4075
Epoch 1/1... Discriminator Loss: 0.8095... Generator Loss: 1.1711
Epoch 1/1... Discriminator Loss: 0.9225... Generator Loss: 0.9079
Epoch 1/1... Discriminator Loss: 1.1371... Generator Loss: 1.0887
Epoch 1/1... Discriminator Loss: 1.3842... Generator Loss: 0.5887
Epoch 1/1... Discriminator Loss: 1.2012... Generator Loss: 1.0904
Epoch 1/1... Discriminator Loss: 1.3786... Generator Loss: 0.5626
Epoch 1/1... Discriminator Loss: 1.4658... Generator Loss: 0.5050
Epoch 1/1... Discriminator Loss: 0.5793... Generator Loss: 2.0592
Epoch 1/1... Discriminator Loss: 1.2935... Generator Loss: 0.9278
Epoch 1/1... Discriminator Loss: 1.2756... Generator Loss: 0.6330
Epoch 1/1... Discriminator Loss: 1.5142... Generator Loss: 0.4971
Epoch 1/1... Discriminator Loss: 1.1139... Generator Loss: 0.7071
Epoch 1/1... Discriminator Loss: 1.3602... Generator Loss: 0.5507
Epoch 1/1... Discriminator Loss: 1.3075... Generator Loss: 0.7084
Epoch 1/1... Discriminator Loss: 1.1610... Generator Loss: 0.8691
Epoch 1/1... Discriminator Loss: 1.0696... Generator Loss: 0.7747
Epoch 1/1... Discriminator Loss: 1.2029... Generator Loss: 0.6745
Epoch 1/1... Discriminator Loss: 1.1235... Generator Loss: 0.8085
Epoch 1/1... Discriminator Loss: 1.1914... Generator Loss: 0.6906
Epoch 1/1... Discriminator Loss: 1.0694... Generator Loss: 0.7752
Epoch 1/1... Discriminator Loss: 0.7804... Generator Loss: 1.3336
Epoch 1/1... Discriminator Loss: 1.1803... Generator Loss: 0.7618
Epoch 1/1... Discriminator Loss: 1.1230... Generator Loss: 0.7089
Epoch 1/1... Discriminator Loss: 1.0286... Generator Loss: 0.8586
Epoch 1/1... Discriminator Loss: 1.1734... Generator Loss: 0.7810
Epoch 1/1... Discriminator Loss: 1.1477... Generator Loss: 0.7631
Epoch 1/1... Discriminator Loss: 1.2326... Generator Loss: 0.6466
Epoch 1/1... Discriminator Loss: 1.0151... Generator Loss: 0.8151
Epoch 1/1... Discriminator Loss: 1.1325... Generator Loss: 0.7425
Epoch 1/1... Discriminator Loss: 0.7040... Generator Loss: 1.5840
Epoch 1/1... Discriminator Loss: 1.3616... Generator Loss: 0.5439
Epoch 1/1... Discriminator Loss: 0.9276... Generator Loss: 1.0612
Epoch 1/1... Discriminator Loss: 0.9858... Generator Loss: 0.9094
Epoch 1/1... Discriminator Loss: 1.8223... Generator Loss: 0.3992
Epoch 1/1... Discriminator Loss: 1.4481... Generator Loss: 1.1927
Epoch 1/1... Discriminator Loss: 1.2947... Generator Loss: 0.6282
Epoch 1/1... Discriminator Loss: 1.0539... Generator Loss: 0.7643
Epoch 1/1... Discriminator Loss: 1.0160... Generator Loss: 0.8453
Epoch 1/1... Discriminator Loss: 0.8924... Generator Loss: 0.8857
Epoch 1/1... Discriminator Loss: 1.1906... Generator Loss: 1.6375
Epoch 1/1... Discriminator Loss: 1.2807... Generator Loss: 0.6934
Epoch 1/1... Discriminator Loss: 0.9087... Generator Loss: 1.2555
Epoch 1/1... Discriminator Loss: 1.0809... Generator Loss: 0.9277
Epoch 1/1... Discriminator Loss: 1.3034... Generator Loss: 1.0443
Epoch 1/1... Discriminator Loss: 0.8230... Generator Loss: 1.0943
Epoch 1/1... Discriminator Loss: 1.5991... Generator Loss: 0.4510
Epoch 1/1... Discriminator Loss: 0.8169... Generator Loss: 1.8938
Epoch 1/1... Discriminator Loss: 0.9826... Generator Loss: 0.7972
Epoch 1/1... Discriminator Loss: 1.5608... Generator Loss: 0.4511
Epoch 1/1... Discriminator Loss: 0.9493... Generator Loss: 0.8227
Epoch 1/1... Discriminator Loss: 0.9716... Generator Loss: 0.8215
Epoch 1/1... Discriminator Loss: 1.5017... Generator Loss: 1.6413
Epoch 1/1... Discriminator Loss: 1.1891... Generator Loss: 0.7313
Epoch 1/1... Discriminator Loss: 0.8966... Generator Loss: 1.0003
Epoch 1/1... Discriminator Loss: 0.9180... Generator Loss: 1.0289
Epoch 1/1... Discriminator Loss: 1.8241... Generator Loss: 0.4414
Epoch 1/1... Discriminator Loss: 1.0227... Generator Loss: 0.9031
Epoch 1/1... Discriminator Loss: 1.4064... Generator Loss: 0.5326
Epoch 1/1... Discriminator Loss: 0.9764... Generator Loss: 1.3943
Epoch 1/1... Discriminator Loss: 0.9131... Generator Loss: 1.0165
Epoch 1/1... Discriminator Loss: 1.1899... Generator Loss: 0.8586
Epoch 1/1... Discriminator Loss: 0.9972... Generator Loss: 0.8032
Epoch 1/1... Discriminator Loss: 1.4032... Generator Loss: 0.5350
Epoch 1/1... Discriminator Loss: 1.1566... Generator Loss: 0.7162
Epoch 1/1... Discriminator Loss: 1.1135... Generator Loss: 0.8854
Epoch 1/1... Discriminator Loss: 1.1544... Generator Loss: 0.6547
Epoch 1/1... Discriminator Loss: 1.2538... Generator Loss: 0.6067
Epoch 1/1... Discriminator Loss: 1.3147... Generator Loss: 0.7530
Epoch 1/1... Discriminator Loss: 1.3348... Generator Loss: 0.8620
Epoch 1/1... Discriminator Loss: 1.6875... Generator Loss: 0.4233
Epoch 1/1... Discriminator Loss: 1.0740... Generator Loss: 0.9559
Epoch 1/1... Discriminator Loss: 1.3421... Generator Loss: 0.5579
Epoch 1/1... Discriminator Loss: 1.0116... Generator Loss: 0.9500
Epoch 1/1... Discriminator Loss: 1.3971... Generator Loss: 0.5237
Epoch 1/1... Discriminator Loss: 1.2362... Generator Loss: 0.8409
Epoch 1/1... Discriminator Loss: 1.3403... Generator Loss: 0.5328
Epoch 1/1... Discriminator Loss: 0.7757... Generator Loss: 2.0342
Epoch 1/1... Discriminator Loss: 0.9057... Generator Loss: 1.2870
Epoch 1/1... Discriminator Loss: 1.3279... Generator Loss: 0.5805
Epoch 1/1... Discriminator Loss: 0.9464... Generator Loss: 1.6017
Epoch 1/1... Discriminator Loss: 0.8602... Generator Loss: 1.0908
Epoch 1/1... Discriminator Loss: 1.1014... Generator Loss: 1.8023
Epoch 1/1... Discriminator Loss: 0.9478... Generator Loss: 0.8988
Epoch 1/1... Discriminator Loss: 1.3050... Generator Loss: 0.5723
Epoch 1/1... Discriminator Loss: 1.0711... Generator Loss: 0.8369
Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.5599
Epoch 1/1... Discriminator Loss: 1.7967... Generator Loss: 0.4116
Epoch 1/1... Discriminator Loss: 1.2055... Generator Loss: 0.6360
Epoch 1/1... Discriminator Loss: 1.2908... Generator Loss: 0.7949
Epoch 1/1... Discriminator Loss: 1.0087... Generator Loss: 1.0754
Epoch 1/1... Discriminator Loss: 1.4449... Generator Loss: 0.5084
Epoch 1/1... Discriminator Loss: 1.3097... Generator Loss: 0.5799
Epoch 1/1... Discriminator Loss: 1.2144... Generator Loss: 0.6936
Epoch 1/1... Discriminator Loss: 1.3450... Generator Loss: 0.5422
Epoch 1/1... Discriminator Loss: 1.1840... Generator Loss: 0.7155
Epoch 1/1... Discriminator Loss: 1.5099... Generator Loss: 0.5043
Epoch 1/1... Discriminator Loss: 1.0392... Generator Loss: 0.7385
Epoch 1/1... Discriminator Loss: 1.1779... Generator Loss: 0.7567
Epoch 1/1... Discriminator Loss: 1.1819... Generator Loss: 0.6424
Epoch 1/1... Discriminator Loss: 1.2558... Generator Loss: 0.6086
Epoch 1/1... Discriminator Loss: 1.2360... Generator Loss: 0.6470
Epoch 1/1... Discriminator Loss: 1.4461... Generator Loss: 0.5327
Epoch 1/1... Discriminator Loss: 1.0600... Generator Loss: 0.8598
Epoch 1/1... Discriminator Loss: 0.8832... Generator Loss: 0.9672
Epoch 1/1... Discriminator Loss: 0.8770... Generator Loss: 1.0821
Epoch 1/1... Discriminator Loss: 0.8883... Generator Loss: 1.0237
Epoch 1/1... Discriminator Loss: 1.5771... Generator Loss: 0.4433
Epoch 1/1... Discriminator Loss: 1.1704... Generator Loss: 0.6555
Epoch 1/1... Discriminator Loss: 0.5547... Generator Loss: 1.6582
Epoch 1/1... Discriminator Loss: 1.2223... Generator Loss: 0.7974
Epoch 1/1... Discriminator Loss: 1.0484... Generator Loss: 0.8860
Epoch 1/1... Discriminator Loss: 1.1810... Generator Loss: 0.8475
Epoch 1/1... Discriminator Loss: 1.1715... Generator Loss: 0.8129
Epoch 1/1... Discriminator Loss: 1.1085... Generator Loss: 0.7050
Epoch 1/1... Discriminator Loss: 1.2327... Generator Loss: 0.6144
Epoch 1/1... Discriminator Loss: 1.1657... Generator Loss: 0.6843
Epoch 1/1... Discriminator Loss: 1.2645... Generator Loss: 0.6614
Epoch 1/1... Discriminator Loss: 1.2249... Generator Loss: 0.8158
Epoch 1/1... Discriminator Loss: 1.3306... Generator Loss: 0.6032
Epoch 1/1... Discriminator Loss: 1.3797... Generator Loss: 0.5339
Epoch 1/1... Discriminator Loss: 1.1973... Generator Loss: 0.7490
Epoch 1/1... Discriminator Loss: 1.4224... Generator Loss: 0.5100
Epoch 1/1... Discriminator Loss: 0.8850... Generator Loss: 1.1701
Epoch 1/1... Discriminator Loss: 1.2410... Generator Loss: 0.7614
Epoch 1/1... Discriminator Loss: 1.1911... Generator Loss: 0.9078
Epoch 1/1... Discriminator Loss: 1.3835... Generator Loss: 0.5747
Epoch 1/1... Discriminator Loss: 1.1243... Generator Loss: 0.8971
Epoch 1/1... Discriminator Loss: 1.3404... Generator Loss: 0.5709
Epoch 1/1... Discriminator Loss: 1.2370... Generator Loss: 0.8464
Epoch 1/1... Discriminator Loss: 1.0380... Generator Loss: 0.7710
Epoch 1/1... Discriminator Loss: 1.8661... Generator Loss: 0.4029
Epoch 1/1... Discriminator Loss: 1.1250... Generator Loss: 0.8045
Epoch 1/1... Discriminator Loss: 0.7632... Generator Loss: 1.5096
Epoch 1/1... Discriminator Loss: 1.3649... Generator Loss: 0.9557
Epoch 1/1... Discriminator Loss: 1.4464... Generator Loss: 1.7916
Epoch 1/1... Discriminator Loss: 1.1774... Generator Loss: 0.6374
Epoch 1/1... Discriminator Loss: 1.2544... Generator Loss: 0.8837
Epoch 1/1... Discriminator Loss: 1.3425... Generator Loss: 0.5360
Epoch 1/1... Discriminator Loss: 0.9056... Generator Loss: 1.9380
Epoch 1/1... Discriminator Loss: 1.3401... Generator Loss: 0.5694
Epoch 1/1... Discriminator Loss: 1.5234... Generator Loss: 0.5124
Epoch 1/1... Discriminator Loss: 0.9415... Generator Loss: 1.1209
Epoch 1/1... Discriminator Loss: 0.9075... Generator Loss: 0.9243
Epoch 1/1... Discriminator Loss: 1.2350... Generator Loss: 1.4271
Epoch 1/1... Discriminator Loss: 1.1950... Generator Loss: 0.6469
Epoch 1/1... Discriminator Loss: 0.9852... Generator Loss: 0.9076
Epoch 1/1... Discriminator Loss: 1.1133... Generator Loss: 1.4335
Epoch 1/1... Discriminator Loss: 1.2700... Generator Loss: 0.6828
Epoch 1/1... Discriminator Loss: 1.1918... Generator Loss: 0.7634
Epoch 1/1... Discriminator Loss: 1.1507... Generator Loss: 0.7089
Epoch 1/1... Discriminator Loss: 1.1119... Generator Loss: 0.7236
Epoch 1/1... Discriminator Loss: 1.1171... Generator Loss: 0.8575
Epoch 1/1... Discriminator Loss: 1.1656... Generator Loss: 0.7676
Epoch 1/1... Discriminator Loss: 1.7113... Generator Loss: 0.4169
Epoch 1/1... Discriminator Loss: 0.9728... Generator Loss: 1.5450
Epoch 1/1... Discriminator Loss: 1.0805... Generator Loss: 0.8011
Epoch 1/1... Discriminator Loss: 1.0060... Generator Loss: 1.2169
Epoch 1/1... Discriminator Loss: 1.1865... Generator Loss: 0.6630
Epoch 1/1... Discriminator Loss: 0.9586... Generator Loss: 0.9490
Epoch 1/1... Discriminator Loss: 1.1943... Generator Loss: 0.6578
Epoch 1/1... Discriminator Loss: 1.8361... Generator Loss: 0.3972
Epoch 1/1... Discriminator Loss: 0.7542... Generator Loss: 1.0642
Epoch 1/1... Discriminator Loss: 1.2916... Generator Loss: 0.6411
Epoch 1/1... Discriminator Loss: 1.3953... Generator Loss: 0.5141
Epoch 1/1... Discriminator Loss: 0.9940... Generator Loss: 0.8706
Epoch 1/1... Discriminator Loss: 0.7997... Generator Loss: 1.0200
Epoch 1/1... Discriminator Loss: 0.8214... Generator Loss: 1.3249
Epoch 1/1... Discriminator Loss: 0.8632... Generator Loss: 1.1579
Epoch 1/1... Discriminator Loss: 0.7448... Generator Loss: 1.3360
Epoch 1/1... Discriminator Loss: 1.2770... Generator Loss: 0.9669
Epoch 1/1... Discriminator Loss: 1.0076... Generator Loss: 0.8553
Epoch 1/1... Discriminator Loss: 1.4878... Generator Loss: 0.5387
Epoch 1/1... Discriminator Loss: 1.2093... Generator Loss: 0.6527
Epoch 1/1... Discriminator Loss: 1.3329... Generator Loss: 0.5509
Epoch 1/1... Discriminator Loss: 1.1022... Generator Loss: 0.8860
Epoch 1/1... Discriminator Loss: 1.8402... Generator Loss: 0.4071
Epoch 1/1... Discriminator Loss: 0.8672... Generator Loss: 0.9782
Epoch 1/1... Discriminator Loss: 1.2542... Generator Loss: 0.6530
Epoch 1/1... Discriminator Loss: 0.6310... Generator Loss: 2.1112
Epoch 1/1... Discriminator Loss: 0.9596... Generator Loss: 1.3845
Epoch 1/1... Discriminator Loss: 1.6054... Generator Loss: 0.4491
Epoch 1/1... Discriminator Loss: 1.5303... Generator Loss: 0.4703
Epoch 1/1... Discriminator Loss: 1.3360... Generator Loss: 0.6226
Epoch 1/1... Discriminator Loss: 1.0522... Generator Loss: 0.7597
Epoch 1/1... Discriminator Loss: 1.2413... Generator Loss: 0.6493
Epoch 1/1... Discriminator Loss: 1.0316... Generator Loss: 0.9661
Epoch 1/1... Discriminator Loss: 1.1642... Generator Loss: 0.7000
Epoch 1/1... Discriminator Loss: 1.4171... Generator Loss: 0.5117
Epoch 1/1... Discriminator Loss: 1.4819... Generator Loss: 0.5061
Epoch 1/1... Discriminator Loss: 1.1575... Generator Loss: 0.7929
Epoch 1/1... Discriminator Loss: 1.0459... Generator Loss: 1.0339
Epoch 1/1... Discriminator Loss: 0.6962... Generator Loss: 1.4131
Epoch 1/1... Discriminator Loss: 0.9235... Generator Loss: 0.8823
Epoch 1/1... Discriminator Loss: 1.4182... Generator Loss: 0.5648
Epoch 1/1... Discriminator Loss: 0.9219... Generator Loss: 1.4266
Epoch 1/1... Discriminator Loss: 1.1825... Generator Loss: 0.6355
Epoch 1/1... Discriminator Loss: 1.7369... Generator Loss: 0.4192
Epoch 1/1... Discriminator Loss: 0.8224... Generator Loss: 1.1399
Epoch 1/1... Discriminator Loss: 2.0577... Generator Loss: 0.3636
Epoch 1/1... Discriminator Loss: 1.0467... Generator Loss: 0.9046
Epoch 1/1... Discriminator Loss: 1.1510... Generator Loss: 1.4546
Epoch 1/1... Discriminator Loss: 2.1527... Generator Loss: 2.3855
Epoch 1/1... Discriminator Loss: 1.1469... Generator Loss: 0.6720
Epoch 1/1... Discriminator Loss: 0.9504... Generator Loss: 0.9737
Epoch 1/1... Discriminator Loss: 0.9550... Generator Loss: 0.8259
Epoch 1/1... Discriminator Loss: 1.1202... Generator Loss: 0.6946
Epoch 1/1... Discriminator Loss: 0.5895... Generator Loss: 1.7580
Epoch 1/1... Discriminator Loss: 0.5450... Generator Loss: 1.9905
Epoch 1/1... Discriminator Loss: 1.1990... Generator Loss: 0.7432
Epoch 1/1... Discriminator Loss: 1.1945... Generator Loss: 0.6338
Epoch 1/1... Discriminator Loss: 0.8670... Generator Loss: 0.8771
Epoch 1/1... Discriminator Loss: 1.2219... Generator Loss: 1.2064
Epoch 1/1... Discriminator Loss: 1.8952... Generator Loss: 0.3912
Epoch 1/1... Discriminator Loss: 1.1360... Generator Loss: 0.6587
Epoch 1/1... Discriminator Loss: 1.0525... Generator Loss: 0.7378
Epoch 1/1... Discriminator Loss: 1.4208... Generator Loss: 0.5180
Epoch 1/1... Discriminator Loss: 1.0088... Generator Loss: 1.1268
Epoch 1/1... Discriminator Loss: 0.8017... Generator Loss: 1.3035
Epoch 1/1... Discriminator Loss: 1.1475... Generator Loss: 0.6779
Epoch 1/1... Discriminator Loss: 1.0848... Generator Loss: 0.8377
Epoch 1/1... Discriminator Loss: 1.3064... Generator Loss: 0.5591
Epoch 1/1... Discriminator Loss: 1.3096... Generator Loss: 0.5849
Epoch 1/1... Discriminator Loss: 1.3532... Generator Loss: 0.5558
Epoch 1/1... Discriminator Loss: 1.0509... Generator Loss: 0.8765
Epoch 1/1... Discriminator Loss: 1.4829... Generator Loss: 0.5196
Epoch 1/1... Discriminator Loss: 1.1537... Generator Loss: 0.8756
Epoch 1/1... Discriminator Loss: 1.1013... Generator Loss: 0.7709
Epoch 1/1... Discriminator Loss: 1.2373... Generator Loss: 0.6406
Epoch 1/1... Discriminator Loss: 1.1930... Generator Loss: 0.8837
Epoch 1/1... Discriminator Loss: 1.2981... Generator Loss: 0.5810
Epoch 1/1... Discriminator Loss: 0.9884... Generator Loss: 1.0214
Epoch 1/1... Discriminator Loss: 1.7812... Generator Loss: 0.4008
Epoch 1/1... Discriminator Loss: 1.3964... Generator Loss: 0.5159
Epoch 1/1... Discriminator Loss: 1.2347... Generator Loss: 1.3582
Epoch 1/1... Discriminator Loss: 1.5580... Generator Loss: 0.4614
Epoch 1/1... Discriminator Loss: 0.8297... Generator Loss: 1.1874
Epoch 1/1... Discriminator Loss: 1.2852... Generator Loss: 1.1845
Epoch 1/1... Discriminator Loss: 1.5863... Generator Loss: 0.4786
Epoch 1/1... Discriminator Loss: 0.9412... Generator Loss: 0.8584
Epoch 1/1... Discriminator Loss: 1.5754... Generator Loss: 0.4633
Epoch 1/1... Discriminator Loss: 1.4726... Generator Loss: 0.6243
Epoch 1/1... Discriminator Loss: 1.3226... Generator Loss: 0.5497
Epoch 1/1... Discriminator Loss: 1.1812... Generator Loss: 0.6559
Epoch 1/1... Discriminator Loss: 0.8427... Generator Loss: 1.1627
Epoch 1/1... Discriminator Loss: 1.2752... Generator Loss: 0.6387
Epoch 1/1... Discriminator Loss: 0.7355... Generator Loss: 1.3647
Epoch 1/1... Discriminator Loss: 1.6103... Generator Loss: 0.4482
Epoch 1/1... Discriminator Loss: 1.2085... Generator Loss: 0.6258
Epoch 1/1... Discriminator Loss: 1.5085... Generator Loss: 0.4951
Epoch 1/1... Discriminator Loss: 1.1352... Generator Loss: 0.7599
Epoch 1/1... Discriminator Loss: 1.0956... Generator Loss: 0.7511
Epoch 1/1... Discriminator Loss: 1.1337... Generator Loss: 0.9732
Epoch 1/1... Discriminator Loss: 1.2234... Generator Loss: 0.6382
Epoch 1/1... Discriminator Loss: 1.1949... Generator Loss: 0.7158
Epoch 1/1... Discriminator Loss: 1.4038... Generator Loss: 0.5909
Epoch 1/1... Discriminator Loss: 1.1325... Generator Loss: 0.7801
Epoch 1/1... Discriminator Loss: 1.2846... Generator Loss: 0.5736
Epoch 1/1... Discriminator Loss: 1.2202... Generator Loss: 0.6254
Epoch 1/1... Discriminator Loss: 1.1375... Generator Loss: 0.7367
Epoch 1/1... Discriminator Loss: 1.1557... Generator Loss: 0.7327
Epoch 1/1... Discriminator Loss: 0.7469... Generator Loss: 1.8352
Epoch 1/1... Discriminator Loss: 1.0996... Generator Loss: 0.6769
Epoch 1/1... Discriminator Loss: 0.7992... Generator Loss: 1.4523
Epoch 1/1... Discriminator Loss: 1.0611... Generator Loss: 0.7227
Epoch 1/1... Discriminator Loss: 1.4563... Generator Loss: 0.6838
Epoch 1/1... Discriminator Loss: 1.0675... Generator Loss: 0.9810
Epoch 1/1... Discriminator Loss: 1.0586... Generator Loss: 0.7230
Epoch 1/1... Discriminator Loss: 0.9903... Generator Loss: 0.7843
Epoch 1/1... Discriminator Loss: 1.5647... Generator Loss: 0.5062
Epoch 1/1... Discriminator Loss: 1.1208... Generator Loss: 0.7323
Epoch 1/1... Discriminator Loss: 1.2548... Generator Loss: 0.6554
Epoch 1/1... Discriminator Loss: 1.0844... Generator Loss: 0.8999
Epoch 1/1... Discriminator Loss: 1.3026... Generator Loss: 0.5718
Epoch 1/1... Discriminator Loss: 1.1269... Generator Loss: 0.6815
Epoch 1/1... Discriminator Loss: 1.3212... Generator Loss: 0.6914
Epoch 1/1... Discriminator Loss: 1.4471... Generator Loss: 0.5617
Epoch 1/1... Discriminator Loss: 1.2028... Generator Loss: 0.7038
Epoch 1/1... Discriminator Loss: 0.9978... Generator Loss: 0.8959
Epoch 1/1... Discriminator Loss: 1.1761... Generator Loss: 0.6389
Epoch 1/1... Discriminator Loss: 1.1822... Generator Loss: 0.7173
Epoch 1/1... Discriminator Loss: 0.6992... Generator Loss: 1.3115
Epoch 1/1... Discriminator Loss: 0.9254... Generator Loss: 1.0858
Epoch 1/1... Discriminator Loss: 1.1246... Generator Loss: 0.6660
Epoch 1/1... Discriminator Loss: 0.9718... Generator Loss: 0.8569
Epoch 1/1... Discriminator Loss: 1.0575... Generator Loss: 0.7571
Epoch 1/1... Discriminator Loss: 1.2655... Generator Loss: 0.6077
Epoch 1/1... Discriminator Loss: 0.8631... Generator Loss: 1.3032
Epoch 1/1... Discriminator Loss: 1.5845... Generator Loss: 0.4400
Epoch 1/1... Discriminator Loss: 0.9883... Generator Loss: 0.7748
Epoch 1/1... Discriminator Loss: 1.2012... Generator Loss: 0.7393
Epoch 1/1... Discriminator Loss: 1.2277... Generator Loss: 0.7625
Epoch 1/1... Discriminator Loss: 1.1757... Generator Loss: 0.7082
Epoch 1/1... Discriminator Loss: 1.4825... Generator Loss: 0.4881
Epoch 1/1... Discriminator Loss: 1.3007... Generator Loss: 0.6161
Epoch 1/1... Discriminator Loss: 1.0357... Generator Loss: 0.9709
Epoch 1/1... Discriminator Loss: 0.8269... Generator Loss: 1.1896
Epoch 1/1... Discriminator Loss: 1.0565... Generator Loss: 1.4032
Epoch 1/1... Discriminator Loss: 1.2875... Generator Loss: 0.5850
Epoch 1/1... Discriminator Loss: 0.7856... Generator Loss: 1.1226
Epoch 1/1... Discriminator Loss: 0.9414... Generator Loss: 0.9726
Epoch 1/1... Discriminator Loss: 0.7611... Generator Loss: 1.0538
Epoch 1/1... Discriminator Loss: 0.8133... Generator Loss: 0.9731
Epoch 1/1... Discriminator Loss: 1.1108... Generator Loss: 0.6959
Epoch 1/1... Discriminator Loss: 0.6890... Generator Loss: 1.3275
Epoch 1/1... Discriminator Loss: 0.8634... Generator Loss: 1.3003
Epoch 1/1... Discriminator Loss: 1.1145... Generator Loss: 0.7456
Epoch 1/1... Discriminator Loss: 1.2056... Generator Loss: 0.6190
Epoch 1/1... Discriminator Loss: 0.7466... Generator Loss: 1.1929
Epoch 1/1... Discriminator Loss: 0.9344... Generator Loss: 0.8380
Epoch 1/1... Discriminator Loss: 1.1105... Generator Loss: 1.1537
Epoch 1/1... Discriminator Loss: 1.4794... Generator Loss: 0.4870
Epoch 1/1... Discriminator Loss: 1.1803... Generator Loss: 1.3503
Epoch 1/1... Discriminator Loss: 1.8117... Generator Loss: 0.4223
Epoch 1/1... Discriminator Loss: 1.5152... Generator Loss: 1.4581
Epoch 1/1... Discriminator Loss: 1.1153... Generator Loss: 1.3863
Epoch 1/1... Discriminator Loss: 1.6320... Generator Loss: 0.4511
Epoch 1/1... Discriminator Loss: 0.9843... Generator Loss: 0.9172
Epoch 1/1... Discriminator Loss: 0.9732... Generator Loss: 0.8423
Epoch 1/1... Discriminator Loss: 1.7467... Generator Loss: 0.4429
Epoch 1/1... Discriminator Loss: 0.8248... Generator Loss: 2.0840
Epoch 1/1... Discriminator Loss: 1.0207... Generator Loss: 0.7860
Epoch 1/1... Discriminator Loss: 1.1441... Generator Loss: 0.8649
Epoch 1/1... Discriminator Loss: 0.6535... Generator Loss: 1.3727
Epoch 1/1... Discriminator Loss: 0.9939... Generator Loss: 1.2858
Epoch 1/1... Discriminator Loss: 1.1258... Generator Loss: 0.8652
Epoch 1/1... Discriminator Loss: 1.2340... Generator Loss: 0.6228
Epoch 1/1... Discriminator Loss: 1.4175... Generator Loss: 0.5425
Epoch 1/1... Discriminator Loss: 1.0556... Generator Loss: 0.8136
Epoch 1/1... Discriminator Loss: 1.8557... Generator Loss: 0.4198
Epoch 1/1... Discriminator Loss: 1.7749... Generator Loss: 0.4138
Epoch 1/1... Discriminator Loss: 0.8486... Generator Loss: 1.0636
Epoch 1/1... Discriminator Loss: 1.0030... Generator Loss: 1.6510
Epoch 1/1... Discriminator Loss: 0.8253... Generator Loss: 1.6267
Epoch 1/1... Discriminator Loss: 0.6514... Generator Loss: 1.8688
Epoch 1/1... Discriminator Loss: 0.8704... Generator Loss: 2.4399
Epoch 1/1... Discriminator Loss: 0.9977... Generator Loss: 0.9413
Epoch 1/1... Discriminator Loss: 0.9042... Generator Loss: 0.9696
Epoch 1/1... Discriminator Loss: 0.7891... Generator Loss: 1.0490
Epoch 1/1... Discriminator Loss: 1.3510... Generator Loss: 0.5602
Epoch 1/1... Discriminator Loss: 1.1706... Generator Loss: 0.6582
Epoch 1/1... Discriminator Loss: 0.6992... Generator Loss: 1.2078
Epoch 1/1... Discriminator Loss: 1.5712... Generator Loss: 0.4644
Epoch 1/1... Discriminator Loss: 1.0651... Generator Loss: 0.7954
Epoch 1/1... Discriminator Loss: 0.6599... Generator Loss: 1.6148
Epoch 1/1... Discriminator Loss: 0.7831... Generator Loss: 2.1419
Epoch 1/1... Discriminator Loss: 0.7188... Generator Loss: 1.4600
Epoch 1/1... Discriminator Loss: 1.2527... Generator Loss: 0.6233
Epoch 1/1... Discriminator Loss: 1.1092... Generator Loss: 0.6977
Epoch 1/1... Discriminator Loss: 1.5105... Generator Loss: 0.4885
Epoch 1/1... Discriminator Loss: 1.2122... Generator Loss: 0.6048
Epoch 1/1... Discriminator Loss: 1.1042... Generator Loss: 0.7193
Epoch 1/1... Discriminator Loss: 0.5787... Generator Loss: 2.0260
Epoch 1/1... Discriminator Loss: 0.7276... Generator Loss: 1.3793
Epoch 1/1... Discriminator Loss: 0.6303... Generator Loss: 1.8555
Epoch 1/1... Discriminator Loss: 0.7168... Generator Loss: 1.1184
Epoch 1/1... Discriminator Loss: 0.6746... Generator Loss: 1.5333
Epoch 1/1... Discriminator Loss: 1.2277... Generator Loss: 3.1339
Epoch 1/1... Discriminator Loss: 0.8687... Generator Loss: 0.9160
Epoch 1/1... Discriminator Loss: 1.1934... Generator Loss: 0.9830
Epoch 1/1... Discriminator Loss: 1.4125... Generator Loss: 0.5303
Epoch 1/1... Discriminator Loss: 1.9061... Generator Loss: 0.3924
Epoch 1/1... Discriminator Loss: 0.9382... Generator Loss: 0.8773
Epoch 1/1... Discriminator Loss: 0.6609... Generator Loss: 2.2253
Epoch 1/1... Discriminator Loss: 0.6212... Generator Loss: 2.8137
Epoch 1/1... Discriminator Loss: 1.1687... Generator Loss: 0.6825
Epoch 1/1... Discriminator Loss: 0.6141... Generator Loss: 1.4375
Epoch 1/1... Discriminator Loss: 0.9930... Generator Loss: 1.1968
Epoch 1/1... Discriminator Loss: 0.8125... Generator Loss: 1.0341
Epoch 1/1... Discriminator Loss: 0.9408... Generator Loss: 0.9010
Epoch 1/1... Discriminator Loss: 0.8564... Generator Loss: 1.5806
Epoch 1/1... Discriminator Loss: 1.0769... Generator Loss: 0.7215
Epoch 1/1... Discriminator Loss: 1.2440... Generator Loss: 0.6152
Epoch 1/1... Discriminator Loss: 0.9736... Generator Loss: 1.8648
Epoch 1/1... Discriminator Loss: 0.7619... Generator Loss: 1.5609
Epoch 1/1... Discriminator Loss: 1.3598... Generator Loss: 0.5986
Epoch 1/1... Discriminator Loss: 1.1262... Generator Loss: 0.6930
Epoch 1/1... Discriminator Loss: 1.2661... Generator Loss: 0.6041
Epoch 1/1... Discriminator Loss: 0.7763... Generator Loss: 1.3251
Epoch 1/1... Discriminator Loss: 0.7860... Generator Loss: 1.1379
Epoch 1/1... Discriminator Loss: 1.1841... Generator Loss: 0.6547
Epoch 1/1... Discriminator Loss: 1.4109... Generator Loss: 0.5430
Epoch 1/1... Discriminator Loss: 1.2534... Generator Loss: 0.7118
Epoch 1/1... Discriminator Loss: 0.5344... Generator Loss: 1.6704
Epoch 1/1... Discriminator Loss: 0.9864... Generator Loss: 0.7593
Epoch 1/1... Discriminator Loss: 0.7949... Generator Loss: 1.4540
Epoch 1/1... Discriminator Loss: 0.5412... Generator Loss: 2.1826
Epoch 1/1... Discriminator Loss: 1.2156... Generator Loss: 0.7381
Epoch 1/1... Discriminator Loss: 1.1206... Generator Loss: 0.6644
Epoch 1/1... Discriminator Loss: 0.8830... Generator Loss: 1.7721
Epoch 1/1... Discriminator Loss: 1.2119... Generator Loss: 0.9006
Epoch 1/1... Discriminator Loss: 1.4100... Generator Loss: 0.5040
Epoch 1/1... Discriminator Loss: 1.7979... Generator Loss: 0.4274
Epoch 1/1... Discriminator Loss: 0.9155... Generator Loss: 1.3039
Epoch 1/1... Discriminator Loss: 1.0229... Generator Loss: 0.8063
Epoch 1/1... Discriminator Loss: 1.7921... Generator Loss: 0.4263
Epoch 1/1... Discriminator Loss: 0.8520... Generator Loss: 1.1501
Epoch 1/1... Discriminator Loss: 0.8306... Generator Loss: 1.0057
Epoch 1/1... Discriminator Loss: 1.1876... Generator Loss: 0.6374
Epoch 1/1... Discriminator Loss: 1.3249... Generator Loss: 0.6752
Epoch 1/1... Discriminator Loss: 0.5399... Generator Loss: 1.5892
Epoch 1/1... Discriminator Loss: 1.5335... Generator Loss: 0.5046
Epoch 1/1... Discriminator Loss: 0.9138... Generator Loss: 0.9556
Epoch 1/1... Discriminator Loss: 1.9258... Generator Loss: 0.3894
Epoch 1/1... Discriminator Loss: 1.0202... Generator Loss: 0.8033
Epoch 1/1... Discriminator Loss: 1.7110... Generator Loss: 0.4568
Epoch 1/1... Discriminator Loss: 1.3381... Generator Loss: 0.5598
Epoch 1/1... Discriminator Loss: 0.8264... Generator Loss: 1.4736
Epoch 1/1... Discriminator Loss: 1.3806... Generator Loss: 0.5646
Epoch 1/1... Discriminator Loss: 0.7724... Generator Loss: 1.2419
Epoch 1/1... Discriminator Loss: 0.7890... Generator Loss: 1.3487
Epoch 1/1... Discriminator Loss: 1.4844... Generator Loss: 0.5231
Epoch 1/1... Discriminator Loss: 0.8871... Generator Loss: 1.1845
Epoch 1/1... Discriminator Loss: 1.7591... Generator Loss: 1.9943
Epoch 1/1... Discriminator Loss: 0.9010... Generator Loss: 0.9430
Epoch 1/1... Discriminator Loss: 0.7778... Generator Loss: 1.0846
Epoch 1/1... Discriminator Loss: 1.1531... Generator Loss: 0.6538
Epoch 1/1... Discriminator Loss: 0.6025... Generator Loss: 2.0882
Epoch 1/1... Discriminator Loss: 0.9545... Generator Loss: 0.8059
Epoch 1/1... Discriminator Loss: 0.6688... Generator Loss: 1.5071
Epoch 1/1... Discriminator Loss: 0.8695... Generator Loss: 1.1837
Epoch 1/1... Discriminator Loss: 1.7728... Generator Loss: 0.4239
Epoch 1/1... Discriminator Loss: 0.8208... Generator Loss: 0.9678
Epoch 1/1... Discriminator Loss: 0.8461... Generator Loss: 1.7985
Epoch 1/1... Discriminator Loss: 1.2739... Generator Loss: 0.5916
Epoch 1/1... Discriminator Loss: 0.9689... Generator Loss: 0.8055
Epoch 1/1... Discriminator Loss: 0.7899... Generator Loss: 1.7925
Epoch 1/1... Discriminator Loss: 0.7977... Generator Loss: 1.0421
Epoch 1/1... Discriminator Loss: 1.8951... Generator Loss: 0.4036
Epoch 1/1... Discriminator Loss: 1.4539... Generator Loss: 0.5014
Epoch 1/1... Discriminator Loss: 0.9202... Generator Loss: 1.3592
Epoch 1/1... Discriminator Loss: 1.2372... Generator Loss: 2.3638
Epoch 1/1... Discriminator Loss: 0.8306... Generator Loss: 1.1384
Epoch 1/1... Discriminator Loss: 1.9856... Generator Loss: 0.3736
Epoch 1/1... Discriminator Loss: 1.6982... Generator Loss: 0.5197
Epoch 1/1... Discriminator Loss: 0.9363... Generator Loss: 1.4973
Epoch 1/1... Discriminator Loss: 0.9826... Generator Loss: 0.7984
Epoch 1/1... Discriminator Loss: 0.9905... Generator Loss: 0.7879
Epoch 1/1... Discriminator Loss: 0.6904... Generator Loss: 1.2788
Epoch 1/1... Discriminator Loss: 0.6349... Generator Loss: 2.4921
Epoch 1/1... Discriminator Loss: 0.8409... Generator Loss: 1.2002
Epoch 1/1... Discriminator Loss: 0.9138... Generator Loss: 1.4400
Epoch 1/1... Discriminator Loss: 1.4628... Generator Loss: 0.4896
Epoch 1/1... Discriminator Loss: 1.1756... Generator Loss: 0.6363
Epoch 1/1... Discriminator Loss: 0.6547... Generator Loss: 1.5083
Epoch 1/1... Discriminator Loss: 0.6849... Generator Loss: 1.3713
Epoch 1/1... Discriminator Loss: 1.6526... Generator Loss: 0.4401
Epoch 1/1... Discriminator Loss: 1.5820... Generator Loss: 0.4758
Epoch 1/1... Discriminator Loss: 0.6467... Generator Loss: 3.1719
Epoch 1/1... Discriminator Loss: 0.9532... Generator Loss: 0.8568
Epoch 1/1... Discriminator Loss: 0.9617... Generator Loss: 0.8370
Epoch 1/1... Discriminator Loss: 0.7709... Generator Loss: 1.3378
Epoch 1/1... Discriminator Loss: 1.0686... Generator Loss: 0.7522
Epoch 1/1... Discriminator Loss: 0.5807... Generator Loss: 2.6776
Epoch 1/1... Discriminator Loss: 0.5601... Generator Loss: 1.5609
Epoch 1/1... Discriminator Loss: 1.0443... Generator Loss: 0.8108
Epoch 1/1... Discriminator Loss: 0.6331... Generator Loss: 1.5366
Epoch 1/1... Discriminator Loss: 0.6871... Generator Loss: 1.5393
Epoch 1/1... Discriminator Loss: 0.8275... Generator Loss: 1.0510
Epoch 1/1... Discriminator Loss: 0.6316... Generator Loss: 1.5803
Epoch 1/1... Discriminator Loss: 0.8046... Generator Loss: 2.0110
Epoch 1/1... Discriminator Loss: 0.8629... Generator Loss: 0.9849
Epoch 1/1... Discriminator Loss: 0.9687... Generator Loss: 2.5163
Epoch 1/1... Discriminator Loss: 1.0231... Generator Loss: 0.8047
Epoch 1/1... Discriminator Loss: 0.7763... Generator Loss: 1.2816
Epoch 1/1... Discriminator Loss: 0.5087... Generator Loss: 2.0101
Epoch 1/1... Discriminator Loss: 2.2426... Generator Loss: 0.3526
Epoch 1/1... Discriminator Loss: 0.7411... Generator Loss: 1.2081
Epoch 1/1... Discriminator Loss: 0.7077... Generator Loss: 1.2331
Epoch 1/1... Discriminator Loss: 1.2647... Generator Loss: 0.5827
Epoch 1/1... Discriminator Loss: 1.1509... Generator Loss: 0.6861
Epoch 1/1... Discriminator Loss: 1.2061... Generator Loss: 0.9093
Epoch 1/1... Discriminator Loss: 1.1358... Generator Loss: 0.6922
Epoch 1/1... Discriminator Loss: 0.7621... Generator Loss: 2.6449
Epoch 1/1... Discriminator Loss: 0.8787... Generator Loss: 0.9407
Epoch 1/1... Discriminator Loss: 0.7886... Generator Loss: 1.0848
Epoch 1/1... Discriminator Loss: 1.1688... Generator Loss: 0.6539
Epoch 1/1... Discriminator Loss: 0.9578... Generator Loss: 0.8874
Epoch 1/1... Discriminator Loss: 0.7688... Generator Loss: 1.1168
Epoch 1/1... Discriminator Loss: 0.6249... Generator Loss: 2.1911
Epoch 1/1... Discriminator Loss: 0.5156... Generator Loss: 1.7455
Epoch 1/1... Discriminator Loss: 1.6341... Generator Loss: 0.4648
Epoch 1/1... Discriminator Loss: 0.7849... Generator Loss: 1.0850
Epoch 1/1... Discriminator Loss: 1.2537... Generator Loss: 1.5802
Epoch 1/1... Discriminator Loss: 0.9935... Generator Loss: 0.8259
Epoch 1/1... Discriminator Loss: 1.2494... Generator Loss: 1.7971
Epoch 1/1... Discriminator Loss: 0.5360... Generator Loss: 1.9160
Epoch 1/1... Discriminator Loss: 1.8149... Generator Loss: 0.4000
Epoch 1/1... Discriminator Loss: 0.6744... Generator Loss: 1.5846
Epoch 1/1... Discriminator Loss: 0.7691... Generator Loss: 1.4057
Epoch 1/1... Discriminator Loss: 0.9193... Generator Loss: 0.8998
Epoch 1/1... Discriminator Loss: 1.0301... Generator Loss: 1.4617
Epoch 1/1... Discriminator Loss: 0.5358... Generator Loss: 2.4492
Epoch 1/1... Discriminator Loss: 0.6054... Generator Loss: 2.8064
Epoch 1/1... Discriminator Loss: 1.1305... Generator Loss: 1.9488
Epoch 1/1... Discriminator Loss: 1.3410... Generator Loss: 2.9294
Epoch 1/1... Discriminator Loss: 1.0327... Generator Loss: 1.3598
Epoch 1/1... Discriminator Loss: 0.7962... Generator Loss: 1.6526
Epoch 1/1... Discriminator Loss: 0.6753... Generator Loss: 2.3877
Epoch 1/1... Discriminator Loss: 1.4527... Generator Loss: 0.5235
Epoch 1/1... Discriminator Loss: 0.7198... Generator Loss: 1.3563
Epoch 1/1... Discriminator Loss: 1.0504... Generator Loss: 0.7494
Epoch 1/1... Discriminator Loss: 0.7121... Generator Loss: 1.1435
Epoch 1/1... Discriminator Loss: 0.5570... Generator Loss: 2.4040
Epoch 1/1... Discriminator Loss: 0.9097... Generator Loss: 1.0701
Epoch 1/1... Discriminator Loss: 0.8112... Generator Loss: 1.1655
Epoch 1/1... Discriminator Loss: 1.4012... Generator Loss: 0.5333
Epoch 1/1... Discriminator Loss: 0.8599... Generator Loss: 0.9281
Epoch 1/1... Discriminator Loss: 0.8593... Generator Loss: 0.9393
Epoch 1/1... Discriminator Loss: 1.1001... Generator Loss: 3.4652
Epoch 1/1... Discriminator Loss: 1.4024... Generator Loss: 0.5435
Epoch 1/1... Discriminator Loss: 1.1922... Generator Loss: 0.6855
Epoch 1/1... Discriminator Loss: 0.5608... Generator Loss: 1.9101
Epoch 1/1... Discriminator Loss: 0.5534... Generator Loss: 1.7215
Epoch 1/1... Discriminator Loss: 2.2702... Generator Loss: 0.3502
Epoch 1/1... Discriminator Loss: 0.6607... Generator Loss: 1.3117
Epoch 1/1... Discriminator Loss: 0.7426... Generator Loss: 1.9815
Epoch 1/1... Discriminator Loss: 0.4865... Generator Loss: 1.8772
Epoch 1/1... Discriminator Loss: 1.2908... Generator Loss: 1.1095
Epoch 1/1... Discriminator Loss: 0.6827... Generator Loss: 1.2690
Epoch 1/1... Discriminator Loss: 1.0670... Generator Loss: 1.0229
Epoch 1/1... Discriminator Loss: 0.9430... Generator Loss: 0.8228
Epoch 1/1... Discriminator Loss: 1.0958... Generator Loss: 0.9516
Epoch 1/1... Discriminator Loss: 0.5788... Generator Loss: 1.5006
Epoch 1/1... Discriminator Loss: 0.7777... Generator Loss: 1.1637
Epoch 1/1... Discriminator Loss: 0.7338... Generator Loss: 1.1392
Epoch 1/1... Discriminator Loss: 0.8074... Generator Loss: 1.0068
Epoch 1/1... Discriminator Loss: 0.8208... Generator Loss: 1.4430
Epoch 1/1... Discriminator Loss: 0.4389... Generator Loss: 2.4004
Epoch 1/1... Discriminator Loss: 1.2437... Generator Loss: 0.6307
Epoch 1/1... Discriminator Loss: 0.5190... Generator Loss: 1.7959
Epoch 1/1... Discriminator Loss: 0.4956... Generator Loss: 1.9060
Epoch 1/1... Discriminator Loss: 0.6352... Generator Loss: 2.3069
Epoch 1/1... Discriminator Loss: 0.4580... Generator Loss: 2.2479
Epoch 1/1... Discriminator Loss: 1.1028... Generator Loss: 0.8314
Epoch 1/1... Discriminator Loss: 0.8325... Generator Loss: 2.4574
Epoch 1/1... Discriminator Loss: 0.5665... Generator Loss: 1.5779
Epoch 1/1... Discriminator Loss: 0.4440... Generator Loss: 2.2246
Epoch 1/1... Discriminator Loss: 0.8242... Generator Loss: 0.9809
Epoch 1/1... Discriminator Loss: 0.4554... Generator Loss: 2.3940
Epoch 1/1... Discriminator Loss: 1.9004... Generator Loss: 2.9901
Epoch 1/1... Discriminator Loss: 0.4676... Generator Loss: 2.1522
Epoch 1/1... Discriminator Loss: 0.6701... Generator Loss: 1.2731
Epoch 1/1... Discriminator Loss: 1.1361... Generator Loss: 0.6491
Epoch 1/1... Discriminator Loss: 0.7444... Generator Loss: 2.1995
Epoch 1/1... Discriminator Loss: 0.6291... Generator Loss: 1.6457
Epoch 1/1... Discriminator Loss: 1.2728... Generator Loss: 0.8712
Epoch 1/1... Discriminator Loss: 0.6640... Generator Loss: 1.6748
Epoch 1/1... Discriminator Loss: 0.5113... Generator Loss: 2.0581
Epoch 1/1... Discriminator Loss: 1.0880... Generator Loss: 0.7356
Epoch 1/1... Discriminator Loss: 0.6571... Generator Loss: 1.5168
Epoch 1/1... Discriminator Loss: 0.6193... Generator Loss: 1.3587
Epoch 1/1... Discriminator Loss: 0.9520... Generator Loss: 0.8419
Epoch 1/1... Discriminator Loss: 0.8279... Generator Loss: 1.1147
Epoch 1/1... Discriminator Loss: 1.3504... Generator Loss: 0.5998
Epoch 1/1... Discriminator Loss: 1.4482... Generator Loss: 0.5248
Epoch 1/1... Discriminator Loss: 0.8034... Generator Loss: 2.7344
Epoch 1/1... Discriminator Loss: 0.6326... Generator Loss: 1.4407
Epoch 1/1... Discriminator Loss: 0.4973... Generator Loss: 3.2556
Epoch 1/1... Discriminator Loss: 0.5692... Generator Loss: 1.6971
Epoch 1/1... Discriminator Loss: 0.8627... Generator Loss: 0.9191
Epoch 1/1... Discriminator Loss: 0.6436... Generator Loss: 1.3282
Epoch 1/1... Discriminator Loss: 1.7419... Generator Loss: 0.4188
Epoch 1/1... Discriminator Loss: 0.5313... Generator Loss: 1.7188
Epoch 1/1... Discriminator Loss: 1.6052... Generator Loss: 2.2754
Epoch 1/1... Discriminator Loss: 1.2791... Generator Loss: 0.6078
Epoch 1/1... Discriminator Loss: 0.6621... Generator Loss: 1.7609
Epoch 1/1... Discriminator Loss: 0.8497... Generator Loss: 2.9689
Epoch 1/1... Discriminator Loss: 0.8467... Generator Loss: 0.9795
Epoch 1/1... Discriminator Loss: 1.4885... Generator Loss: 0.4752
Epoch 1/1... Discriminator Loss: 0.6403... Generator Loss: 2.0840
Epoch 1/1... Discriminator Loss: 1.4254... Generator Loss: 2.7714
Epoch 1/1... Discriminator Loss: 1.1288... Generator Loss: 0.6466
Epoch 1/1... Discriminator Loss: 0.7631... Generator Loss: 1.0917
Epoch 1/1... Discriminator Loss: 0.5799... Generator Loss: 3.4662
Epoch 1/1... Discriminator Loss: 0.4942... Generator Loss: 2.8906
Epoch 1/1... Discriminator Loss: 1.0446... Generator Loss: 0.7883
Epoch 1/1... Discriminator Loss: 0.8818... Generator Loss: 1.0394
Epoch 1/1... Discriminator Loss: 1.3554... Generator Loss: 0.5324
Epoch 1/1... Discriminator Loss: 1.3045... Generator Loss: 0.5719
Epoch 1/1... Discriminator Loss: 1.7430... Generator Loss: 0.4720
Epoch 1/1... Discriminator Loss: 0.5796... Generator Loss: 1.5956
Epoch 1/1... Discriminator Loss: 0.7816... Generator Loss: 1.0961
Epoch 1/1... Discriminator Loss: 0.5221... Generator Loss: 1.9275
Epoch 1/1... Discriminator Loss: 1.6023... Generator Loss: 0.8544
Epoch 1/1... Discriminator Loss: 1.6967... Generator Loss: 0.4181
Epoch 1/1... Discriminator Loss: 2.1451... Generator Loss: 0.3628
Epoch 1/1... Discriminator Loss: 1.4051... Generator Loss: 0.5721
Epoch 1/1... Discriminator Loss: 0.9671... Generator Loss: 0.8193
Epoch 1/1... Discriminator Loss: 0.8347... Generator Loss: 0.9647
Epoch 1/1... Discriminator Loss: 0.9644... Generator Loss: 1.1121
Epoch 1/1... Discriminator Loss: 1.0796... Generator Loss: 0.7170
Epoch 1/1... Discriminator Loss: 0.6716... Generator Loss: 1.4517
Epoch 1/1... Discriminator Loss: 0.5738... Generator Loss: 1.6582
Epoch 1/1... Discriminator Loss: 1.2841... Generator Loss: 0.6005
Epoch 1/1... Discriminator Loss: 0.6537... Generator Loss: 1.7923
Epoch 1/1... Discriminator Loss: 0.5375... Generator Loss: 1.7982
Epoch 1/1... Discriminator Loss: 0.8651... Generator Loss: 1.0361
Epoch 1/1... Discriminator Loss: 1.0122... Generator Loss: 1.9770
Epoch 1/1... Discriminator Loss: 1.1622... Generator Loss: 0.6750
Epoch 1/1... Discriminator Loss: 1.1211... Generator Loss: 0.6877
Epoch 1/1... Discriminator Loss: 1.1183... Generator Loss: 2.4341
Epoch 1/1... Discriminator Loss: 0.7689... Generator Loss: 1.1168
Epoch 1/1... Discriminator Loss: 1.3911... Generator Loss: 0.5652
Epoch 1/1... Discriminator Loss: 0.8322... Generator Loss: 1.0003
Epoch 1/1... Discriminator Loss: 1.6967... Generator Loss: 0.4364
Epoch 1/1... Discriminator Loss: 0.6859... Generator Loss: 1.2112

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.